{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 序\n",
    "\n",
    "实际上是对 DAIR 数据集进行的分析\n",
    "\n",
    "## 统计不同物体类型数量\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9F1xwAc888wzvfve7e33cQQcd1HEVknzasWNH3tdZsJN4mtkxwFjg78CG7OJ6YAIwegDLdn2dC81spZmt3LhxI5s3b2bjxo1s2LCBLVu2sG7dOhobG1mzZg3pdJpVq1YBb+6AZkY6nWbNmjU0Njaybt06tmzZwoYNG2hfX21tLQ0NDdTU1NDW1sbq1au7rKP9e3V1Nc3Nzaxdu5b6+nrq6urYtGkTmzZtoq6ujvr6etauXUtzczPV1dXdrmP16tW0tbVRU1NDQ0MDtbW1wdu0atUqbVMBt2nWrFnRbdNg5HT42DQH7ekcs3+a8RXOKZPSjBjinDU1BcB5B6dKbptyzaldTNsUY07FtE2zZs0a9G06cWKa0cOcj7yt6z7Z/v2sqSnlVMTb1C6mbYoxp2LaplmzZkW3TTHmVEzb1C6mbSpETi0tLaTTaZqamkilUjQ3N9Pa2kprayvNzc2kUimamppIp9Ps3LkTePODfvv3nTt34u40NjZ2WUdLSwstLS20tbV1rKOxsRF3320dO3bs6FhHez1tbW0d6+hcT/s6equnP9s0evToPrcplUrtllNvzN17fUB/mNm+wO+BM4FLgV+4+xNmdgYwjcxARL+Wufu3enrd2bNn+8qVK4NqbX8DF8mVeqZ/yvkcGOoZCZVEz+Syj8a4f8ZC7zMSSj3TN70vdqWeyc2zzz7L9OnTky6jKLQPYvSmu9+XmVW5++zuHp/3GRhmNoLMYR9fdfe/AVW8eejHTKB2gMvySjuhhFLPSCj1jIRSz0go9YyEUs9IKPWMhOpr8KI/CnEIyWeAWcC/mNkjgAHnmdl3gY8B9wJLB7Asr9qn/ojkSj0jodQzEko9I6HUMxJKPSOh1DMSqv1wknwqxEk8f+zuY929Mvt1K5mTcT4BnODu29y9vr/L8l3vYYcdlu9VSuTUMxJKPSOh1DMSSj0jodQzEko9E6/a2tqCrHfkyJF5X2chLqO6G3ffwptXExnwsnx64YUXmDZtWqFWLxFSz0go9YyEUs9IKPWMhFLPSCj1TD9dsXee1xf2N/3bb7+dsWPHMn9+9+draWxsZP78+Tz++OPstdde+aiwQ1NTU94HMQZlAKOYTZo0KekSpMSoZySUekZCqWcklHpGQqlnJJR6pjTV1dUxZEjXAy9SqRRz5sxh5MiRbN26le3bt3P66ad33Ddv3jyuvvrqAb/2iBEjBryOXZX9AMbmzZsZM2ZM0mVICVHPSCj1jIRSz0go9YyEUs9IKPVMaWi/ROmoUaM6bu+5554AHZc5raio4KmnnqKuro5FixZx//33s2zZMhYsWJDXWtra2hg6dGhe11n2AxjaCSWUekZCqWcklHpGQqlnJJR6RkKpZ0pDbW0tn/zkJxk2LPNR/6WXXmL06NF8+9vfBqC5uZmf/vSnTJo0iYULF3LjjTfS3NzM0qVLWbBgAalUCnfveP5A7DrzIx/KfgCjtbU16RKkxKhnJJR6RkKpZySUekZCqWcklHqmNBx00EE88cQTHbff+973MnnyZG6++eYuj/vJT35CbW0t5557Lul0mnXr1lFZWUkqleK8887jwgsvHHAt7j7gdeyq7Acw0ul00iVIiVHPSCj1jIRSz0go9YyEUs9IKPVM6VmzZg2jR4/mjTfe4LnnnuMd73hHx32LFy9m8eLFAKxfv55LLrmEJUuWJFVqzsp+AKP92CCRXKlnJJR6RkKpZySUekZCqWcklHqmtDQ3N/O5z32O6667jpEjR3LBBRdw3333MWrUKG666SZ+8IMfdGTa0tLCiy++yNy5cwHYuXMnCxcu5OKLLx5QDTqEpADeeOMNxo4dm3QZUkLUMxJKPSOh1DMSSj0jodQzEko900+Blz3Nh5qaGhYvXsx5553HzJkzAbjooos4+eSTueWWW1i4cCELFy7seHxdXR2XXnpp3mdgtLW15eVcGp2V/QDGxIkTky5BSox6RkKpZySUekZCqWcklHpGQqlnSsMdd9zB1772NW644QZOPfXUjuVnn302FRUVvPe972X58uW87W1v67ivtbWVtra2vNdSiMuo5n9OR4l56aWXki5BSox6RkKpZySUekZCqWcklHpGQqlnSsPHPvYxqquruwxetPvQhz7Es88+22XwAjIn/ly6dGnea2lubs77Ost+Bsa0adOSLkFKjHpGQqlnJJR6RkKpZySUekZCqWdKw/Dhwxk+fHiP948ePXrQaqmoqMj7Ost+BsbTTz+ddAlSYtQzEko9I6HUMxJKPSOh1DMSSj0joXbu3Jn3dfY5gGFmQ8xsLzMbZmYnmNmeea8iQUcffXTSJUiJUc9IKPWMhFLPSCj1jIRSz0go9YyEKsRsj1xmYNwNzAH+C1gE/G/eq0hQVVVV0iVIiVHPSCj1jIRSz0go9YyEUs9IKPVMabnyyis7Ts6ZSqU6lnd3XorGxsYuj8mXHTt25H2duZwDYz93/72ZXerup5jZH/NeRYJmzZqVdAlSYtQzEko9I6HUMxJKPSOh1DMSSj1TOn75y1+yY8cOhg8fzs0338ydd97J0KFDcXfGjh3LXXfd1eXxV111FW9/+9tZtGhRXusoxAyMXAYwtpvZUqDKzD4AbM97FQlatWqVpkNJEPWMhFLPSCj1jIRSz0go9YyEUs/0z4xbZ+R1fdWfqu71/rq6Oq655hqWL18OwPnnn8/555/f63OGDRvGmDFj8lZjux07duR9ECOXQ0jOAr7h7v8CbADOzmsFCTvyyCOTLkFKjHpGQqlnJJR6RkKpZySUekZCqWdKw/PPP8/3vvc9PvvZz7JixYqcnrNjxw62b8//PIVRo0blfZ19DmC4e5O7r8r+vBrI7xBSwmpqapIuQUqMekZCqWcklHpGQqlnJJR6RkKpZ0rDSSedRFtbG88++yyHHXYYs2fPprKykuOOO44jjjiCuXPnctlll3V5zjPPPMOTTz6Z91qampryvs4+DyExs2XufnKnRdcAx+W9koRMnTo16RKkxKhnJJR6RkKpZySUekZCqWcklHqmNLz22mtccMEFfPSjH2Xvvfdm5cqVAKxfv55LLrmEJUuWdHn8tm3b2LZtG2bGpk2b2H///fNWyx577JG3dbXrcQaGmR1hZp8C3mJmC7Jf/wjkfxglQS+//HLSJUiJUc9IKPWMhFLPSCj1jIRSz0go9Uxp+NWvfsVnP/vZnB///e9/n3PPPZfFixfvNjNjoFpaWvK6Puj9EBLr5vvrwMfyXkWC9t1336RLkBKjnpFQ6hkJpZ6RUOoZCaWekVDqmdKwePFiKisrc3rsihUruO+++/jsZz/Lhz/8YV5//XW+973v5a2WYcNyuWZImB4HMNx9tbvfCvyvu//c3W9197vdfUveq0jQzp07ky5BSox6RkKpZySUekZCqWcklHpGQqlnSoe777YslUp1uX3XXXdx0UUXsWTJEoYOHQrAbbfdxv/8z/9w3nnn8eqrrw64jnQ6PeB17CqXIZGrzGy2u680s88At7l7/ueCJGTIkFwuxCLyJvWMhFLPSCj1jIRSz0go9YyEUs/0T1+XPS2E5uZmmpubO26//PLLnHbaaSxcuBDInJB16dKlPPjgg4wbN67jcXvttRcPPfQQ3/zmN9m8eTMTJkwY9Nr7kssAxv8A9wArgQnAHWQurRqF4cOHJ12ClBj1jIRSz0go9YyEUs9IKPWMhFLPlI65c+cyd+7cjtsTJ06kuvrNgZRp06Zx1113dfvciooKrrrqqrzUYWZ9PyhQLsNoY7OHkuDu3wL2y3sVCWpoaEi6BCkx6hkJpZ6RUOoZCaWekVDqGQmlnpFQSR1Cst7MvgL8CXgXsCnvVSRov/2iGo+RQaCekVDqGQmlnpFQ6hkJpZ6RUOoZCTWoJ/Hs5NPATuCj2e8L+nqCmU0ws+XZn99iZuvN7JHs1/js8p+Z2Qoz+9dOz8tpWT6tX7++EKuViKlnJJR6RkKpZySUekZCqWcklHpGQg32ZVQBcPdm4GHgN8CDQK8HP5nZWOBWYHR20buBb7p7ZfbrNTM7Axjq7scCE83skFyX9XdDe3LwwQfne5USOfWMhFLPSCj1jIRSz0go9YyEUs9IqIqKiryvs88BDDO7HrgSuAZ4O3BnH09JAWcD9dnbc4CLzOxxM/uv7LJK4O7szw8BcwOW5dUzzzyT71VK5NQzEko9I6HUMxJKPSOh1DMSSj0j7fqaWVFbWwtAY2Nj3l87l0NIZrj7mcBWd78X2Lu3B7t7vbtv67ToPuBYdz8GONTMjiAzO2ND9v56Mlc3yXVZF2Z2oZmtNLOVGzduZPPmzWzcuJENGzawZcsW1q1bR2NjI2vWrCGdTrNq1SoAqqqqgMz1cNPpNGvWrKGxsZF169axZcsWNmzYQPv6amtraWhooKamhra2NlavXt1lHe3fq6uraW5uZu3atdTX11NXV8emTZvYtGkTdXV11NfXs3btWpqbmzvOArvrOlavXk1bWxs1NTU0NDRQW1sbvE2rVq3SNhVwm2bOnBndNg1GToePTXPQns4x+6cZX+GcMinNiCHOWVMz16Q+7+BUyW1Trjm1tbVFt00x5lRM2zRz5sxB36YTJ6YZPcz5yNu67pPt38+amlJORbxN7e8zMW1TjDkV0zbNnDkzum3Kd05nTU0xYkjm/yzjKzL/hzloT+fwsWmOGpdm8hgvuW0aSE7t7zMxbVMhcmppaSGdTtPU1EQqlaK5uZnW1lZaW1tpbm4mlUrR1NREOp1m586dAOzYsaPL9507d+LuNDY2dllHS0sLLS0ttLW1dayjsbERd99tHTt27GDhwoWsWbOGyy+/nN/+9re0tbV1rKO1tZV3vvOdpFIptmzZwlVXXcXXv/51rrnmmm7r6bxNn/vc53j00Ue73abXX3+d+fPns3HjRkaNGtXnNqVSqd1y6o25e+8PMPslUA18BLgO+IC7n93rkzLPe8TdK81sj+xhKJjZd4AVwPHAL9z9iexhItPIDE70uSx7JZRuzZ4921euXNlXaV1UVVUxa9asoOdIeVPP9M+Uy+7N6XG1184vcCWDTz0joZLomVz20Rj3z1jofUZCqWf6pvfFrtQzuXn22WeZPn36m7enTe/l0eGm1zzb6/3Lli3jqquuYsiQIaxZs4Y//elP3H777SxZsoR99tmHdDrNL37xCw488ECOPfZY/vjHP7Jjxw5OO+00vvvd73L++ed3DBY1NDRw8sknM3r0aNra2njf+97H1772NS6++GIWL17MjBkzgMykgDlz5jBy5Ei2bt3K1q1befvb304qlfkjyLx587j66qu7rXfX3xeAmVW5++zuHp/LaUEXABcCjwP7AOfn8JzO7jezjwPbgPcDN5KZWTEXeAKYCTwHrM9xWV5pJ5RQ6hkJpZ6RUOoZCaWekVDqGQmlnikNJ554IieeeCJDhw7lnHPO6Vh+3XXXUVlZSWtrK//3f//HNddcw1/+8hdOOukk/vM//5OxY8cye/ZsRo8e3fGcMWPG8Pjjj3fcfvHFF/n4xz/O008/zYYNG2hubmbRokWcccYZPPXUU9TV1bFo0SLuv/9+li1bxoIFfV7/I1ifAxju3gh8bwCvcSWZk4C2ADe4+3NmthFYbmYTgVPJnCfDc1yWVxpJlFDqGQmlnpFQ6hkJpZ6RUOoZCaWeKQ1Dhw7tONynJx/84AcZM2YMF1xwAQ8++CBNTU3dXvL02muv5aGHHqKtrY2hQ4ey1157cc8997Bo0SIuv/xy7r33XswMgM2bN7Nw4UJuvPFGmpubWbp0KWeeeSYVFRW4e94uqdrjWszsy+7+72Z2M5mBhHbNwB3u/lhvK3b3yuz3h8kcDtL5vnozqwROBv69/ZwZuS7LJ+2EEko9I6HUMxJKPSOh1DMSSj0jodQzpeOEE05gjz324K9//WvHsi9+8YuMHTuWyZMnc9NNN3HXXXfR1tbG6aefzk033cTIkSN3W89ll13Gxz/+cS655BLuvvtuhg4dCmQGK8aPH8/27ds7rk5zzz33UFtby7nnnks6nWbdunXMnz+fVCrFeeedx4UXXpiXbettGOTW7Pcrdlk+CvgpA7wiiLtv4c0rjAQty6fq6uqOY3dEcqGekVDqGQmlnpFQ6hkJpZ6RUIPRMzrvSH4sX74coMshJN/5zneorKwE4JVXXuH555/ngAMO4Mwzz6S6uppx48Z1u67bbruNiy66iJ/97GeMHDmST33qU+zYsYORI0eyffv2jkNOFi9ezOLFiwFYv349l1xyCT//+c8ZNWpUXretxwEMd381+/1vu95nZkPzWkWCDj300KRLkBKjnpFQ6hkJpZ6RUOoZCaWekVDqmdLw3//939xyyy0MGzaMNWvWdCy/5JJL2GeffWhtbeWUU07hkksu4ZprruH888/n5z//OYcffvhu61q3bh133nknBx54IM899xz/7//9P4466ihmzpwJwPbt2xkzZgw33XQTP/jBDzoGK1paWnjxxRd53/veB2SuQLJw4UIuvvjiAW9ffw9EOX7Ar1wk6urqOOSQQ5IuQ0qIekZCqWcklHpGQqlnJJR6RkKpZ0rDokWLWLRoEZCZgdF+1dH2k3gCuDtmxtVXX006neaWW27hzjvv7Ljvb3/7G0888QRHHXUUH/3oRznggAM44YQTOP744/n85z/PTTfdBGRmcuy1114sXLiQhQsXdtRQV1fHpZdeyu23305FRUVet6/PAQzLnJXjg8BBQC3wa3dvzWsVCZowYULSJUiJUc9IKPWMhFLPSCj1jIRSz0go9Uz/9HXZ00JKpVI0NzfT1tbW5cSe7Sfe3LFjB7/+9a95z3vewwEHHADA+PHjOeOMM7jwwgs59NBD+cY3vtHxvLvvvpuFCxcyefJkTjjhBKZOncqUKVN2e93W1lba2toYPnx43rcplxkYdwD1wCrgvcDHgY/lvZKEbN26lb322ivpMqSEqGcklHpGQqlnJJR6RkKpZySUeqb0/PKXvwTgiiuu6Pb+9kNMPvzhD3cs++1vf9vj+r785S8zZMgQAB5++OEeH3fQQQexdOlSmpubO078mS+5DGBMdPdPtN8ws0fyWkHC8j2lReKnnpFQ6hkJpZ6RUOoZCaWekVDqmXi1z8joS/vgRa5CH5+L3i6j2n6ei21m9q/Ak8AsYEfeqxARERERERGJQPs5JqR37efnCNHbDIwTst9XAUOBYwAD/hT8KkWsqakp6RKkxKhnJJR6RkKpZySUekZCqWcklHomNxUVFbz++uuMGzeu7Acx0ul0j/e5O6+//nrwzJ7eLqN6JYCZDQcWAtOBvwK3BL1Ckdtnn32SLkFKjHpGQqlnJJR6RkKpZySUekZCqWdyM2nSJNavX89rr72WdCmJS6fTvR5GUlFRwaRJk4LWmcs5MG4CngfuA+YANwPnBb1KEXv11Vd1MhoJop6RUOoZCaWekVDqGQmlnpFQ6pncDB8+nKlTpyZdRlFYu3Zt3i+9m8sAxlvdvX3A4n4z+0NeK0jY5MmTky5BSox6RkKpZySUekZCqWcklHpGQqlnJFQheiaX04K+bGZfNbMTzexrwIa8V5Gg559/PukSpMSoZySUekZCqWcklHpGQqlnJJR6RkIVomdyGcD4NFAPnAlszd6OxowZM5IuQUqMekZCqWcklHpGQqlnJJR6RkKpZyRUIXqmzwEMd29x9x+6++fc/Ufu3pL3KhJUVVWVdAlSYtQzEko9I6HUMxJKPSOh1DMSSj0joQrRM7nMwIjarFmzki5BSox6RkKpZySUekZCqWcklHpGQqlnJFQheqbsBzA0kiih1DMSSj0jodQzEko9I6HUMxJKPSOhNAOjADSSKKHUMxJKPSOh1DMSSj0jodQzEko9I6E0A6MAVq9enXQJUmLUMxJKPSOh1DMSSj0jodQzEko9I6EK0TM9DmCY2Yey38fl/VWLyGGHHZZ0CVJi1DMSSj0jodQzEko9I6HUMxJKPSOhCtEzvc3A+Kfs91/m/VWLyAsvvJB0CVJi1DMSSj0jodQzEko9I6HUMxJKPSOhCtEzw3q5z83sG8BUM7u8yx3u38h7JQmZNGlS0iVIiVHPSCj1jIRSz0go9YyEUs9IKPWMhCpEz/Q2A+MjwDJgK/CHXb6isXnz5qRLkBKjnpFQ6hkJpZ6RUOoZCaWekVDqGQlViJ7pcQaGu9cDy83sZnePatCiszFjxiRdgpQY9YyEUs9IKPWMhFLPSCj1jIRSz0ioQvRMb4eQtPuxmV0ITAeeAW5x97a8V5KQ1tbWpEuQEqOekVDqGQmlnpFQ6hkJpZ6RUOoZCVWInsnlMqo3AQcA/we8Bbg571UkKJ1OJ12ClBj1jIRSz0go9YyEUs9IKPWMhFLPSKhC9EwuMzDe6u7nZX++38weyXsVCRo1alTSJUiJUc9IKPWMhFLPSCj1jIRSz0go9YyEKkTP5DID42Uz+6qZnWhmXwNe7usJZjbBzJZnfx5uZr81sxVmtnCgy/LtjTfeKMRqJWLqGQmlnpFQ6hkJpZ6RUOoZCaWekVCF6JlcBjA+DdQDZ5K5Ismne3uwmY0FbgVGZxd9Hljp7scCp5nZngNcllcTJ07M9yolcuoZCaWekVDqGQmlnpFQ6hkJpZ6RUIXomT4HMNy9xd1/6O6fc/cfuXtLH09JAWeTGfQAqATuzv68Apg9wGV59dJLL+V7lRI59YyEUs9IKPWMhFLPSCj1jIRSz0ioQvRMLjMwgrh7vbtv67RoNLAh+3M9MGGAy7owswvNbKWZrdy4cSObN29m48aNbNiwgS1btrBu3ToaGxtZs2YN6XSaVatWAVBVVQVAY2Mj6XSaNWvW0NjYyLp169iyZQsbNmygfX21tbU0NDRQU1NDW1sbq1ev7rKO9u/V1dU0Nzezdu1a6uvrqaurY9OmTWzatIm6ujrq6+tZu3Ytzc3NVFdXd7uO1atX09bWRk1NDQ0NDdTW1gZv06pVq7RNBdymadOmRbdNg5HT4WPTHLSnc8z+acZXOKdMSjNiiHPW1BQA5x2cKrltyjWnnTt3RrdNMeZUTNs0bdq0Qd+mEyemGT3M+cjbuu6T7d/PmppSTkW8Te3vMzFtU4w5FdM2TZs2LbptyndOZ01NMWJI5v8s4ysy/4c5aE/n8LFpjhqXZvIYL7ltGkhO7e8zhdymd41P8469M1/vGp/mwFG+279P5dB7sWxT5/eZkG3qjbl7rw/oLzN7xN0rzezXwGJ3f8XMLgVeITNDo1/L3P3Onl5z9uzZvnLlyqA6V61axdFHH92/jZSypJ7pnymX3ZvT42qvnV/gSgafekZCJdEzueyjMe6fsdD7jIRSz/RN74tdDUbP6Hcel/72jJlVuXu3R1/kfQZGN6qAudmfZwK1A1yWV3rjllDqGQmlnpFQ6hkJpZ6RUOoZCaWekVCF6JnBGMC4FbjSzL4HvBN4coDL8qp9SotIrtQzEko9I6HUMxJKPSOh1DMSSj0joQrRMwUbwHD3yuz3vwEnA38ETnL31ECW5bvOWbNm5XuVEjn1jIRSz0go9YyEUs9IKPWMhFLPSKhC9EyfAxhmdt9AX8TdX3b3uzuf3HMgy/Kp/WQnIrlSz0go9YyEUs9IKPWMhFLPSCj1jIQqRM/kMgOj2sw+lPdXLhJHHnlk0iVIiVHPSCj1jIRSz0go9YyEUs9IKPWMhCpEz+QygPEu4C4z+5OZPWxmD+W9igTV1NQkXYKUGPWMhFLPSCj1jIRSz0go9YyEUs9IqEL0zLC+HuDuJ+T9VYvI1KlTky5BSox6RkKpZySUekZCqWcklHpGQqlnJFQheiank3ia2eFm9n4zm25mY/JeRYJefvnlpEuQEqOekVDqGQmlnpFQ6hkJpZ6RUOoZCVWInsnlJJ7XA1cC1wBvB+7MexUJ2nfffZMuQUqMekZCqWcklHpGQqlnJJR6RkKpZyRUIXomlxkYM9z9TGCru98L7J33KhK0c+fOpEuQEqOekVDqGQmlnpFQ6hkJpZ6RUOoZCVWInsllAOM1M7scGGtmnwJeyXsVCRoyJKejaEQ6qGcklHpGQqlnJJR6RkKpZySUekZCFaJnclnjAmAb8DiZ2Rfn572KBA0fPjzpEqTEqGcklHpGQqlnJJR6RkKpZySUekZCFaJn+hzAcPdG4GFgGbDc3aOaO9TQ0JB0CVJi1DMSSj0jodQzEko9I6HUMxJKPSOhCtEzfV5G1cy+A7wT+DPwGTN70d2/kPdKErLffvslXYKUGPWMhFLPSCj1jIRSz0go9YyEUs9IqEL0TC6HkLzb3U9196+5+2nA0XmvIkHr169PugQpMeoZCaWekVDqGQmlnpFQ6hkJpZ6RUIXomR5nYJjZ5PbXNbNzgSeBWUR2Es+DDz446RKkxKhnJJR6RkKpZySUekZCqWcklHpGQhWiZ3qbgXFl9qsROBH4KvA+oD7vVSTomWeeSboEKTHqGQmlnpFQ6hkJpZ6RUOoZCaWekVCF6JkeBzDc/Xx3Px94OrvIsl9RmTlzZtIlSIlRz0go9YyEUs9IKPWMhFLPSCj1jIQqRM/kcg6Mc4CrgK9nv67IexUJqqqqSroEKTHqGQmlnpFQ6hkJpZ6RUOoZCaWekVCF6Jk+r0ICvAo8APyNzAwMJ3NISRRmzZqVdAlSYtQzEko9I6HUMxJKPSOh1DMSSj0joQrRM7nMwBgOzHD3E939BHePZvACNJIo4dQzEko9I6HUMxJKPSOh1DMSSj0joZKagTEBeMrMXm1fENMghkYSJZR6RkKpZySUekZCqWcklHpGQqlnJFRSMzCuB/4duLXTVzSqq6uTLkFKjHpGQqlnJJR6RkKpZySUekZCqWckVCF6JpcBjHYjgY8Ax+W9igQdeuihSZcgJUY9I6HUMxJKPSOh1DMSSj0jodQzEqoQPdPnISTu3nnGxQ1m9qO8V5Gguro6DjnkkKTLkBKinpFQ6hkJVbQ9c8XeOT5uW2HrkN0Ubc9I0VLPSCj1jIQqRM/0OYBhZsd3urkXcFheK0jYhAkTki5BSox6RkKpZySUekZCqWcklHpGQqlnJFQheiaXk3ieQObSqQAtwD/mvYoEbd26lb322ivRGqZcdm9Oj6u9dn6BK5FcFEPPSGlRz0go9YyEUs9IKPWMhFLPSKhC9EyPAxhmdnnnm2QGMUYAHwW+kdcqElRRUZF0CVJi1DMSSj0jodQzEko9I6HUMxJKPSOhCtEzvZ3E07JfkBm8OAG4AqjMexUiIiIiIiIiIr3ocQDD3a8ErgH+DswH6oCj3f3EkBcws2FmVmdmj2S/ZpjZlWb2lJn9oNPjclqWb01NTYVatURKPSOh1DMSSj0jodQzEko9I6HUMxKqED3T4wCGmX2LzODFJ4FvAz8BRpnZsYGvcQTwC3evdPdKYA9gLvAPwHozO8nMZueyLPB1c7LPPvsUYrUSMfWMhFLPSCj1jIRSz0go9YyEUs9IqEL0TG+HkBwI/I7MzIsPAhdkvxYFvsYc4CNm9piZ3QGcCNzj7g48ABwHHJ/jsrx79dVXC7FaiZh6RkKpZySUekZCqWcklHpGQqlnJFQheqa3Q0jO7+FrYeBrPAXMc/e5wFZgJLAhe189MAEYneOy3ZjZhWa20sxWbty4kc2bN7Nx40Y2bNjAli1bWLduHY2NjaxZs4Z0Os2qVasAqKqqAjJnRk2n06xZs4bGxkbWrVvHli1b2LBhA+3rq62tpaGhgZqaGtra2li9enWXdbR/r66uprm5mbVr11JfX09dXR2bNm1i06ZN1NXVUV9fz9q1a2lubqa6urrLc887OAXAWVNTjBjinDIpzfgK55j90xy0p3P42HTO27Rq1aqi2Kb276tXr6atrY2amhoaGhqora0NzqmYtmny5MnRbdNg5HT42EwvH7N/prdPmZRmxBDnrKmpLvtAKW1Trjlt2bIlum2KMadi2qbJkycP+jadODHN6GHOR97WdZ/s/O9T25A9qDngwzTsMYHacZVsHv0ONu51FBv2eTdbRr2ddeNPpnH4vmWTUzFtU/v7TEzbFGNOxbRNkydPjm6b8p1Tb/8vP2pcmsljvOS2aSA5bd26teDb9K7xad6xd+brXePTHDjKd/v3qRx6L5Zt6vw+E7JNvbHMBIfCMbM93L05+/PnyVzJZIO732VmRwOfBZ4FNva1zN0v7O21Zs+e7StXrgyqr7q6mhkzZoRvWB7pMqqlpRh6phSVc5+rZyRUEj2Tyz5aW/GJ3FZ2xbYBViOh9D4jodQzfcvpfTHC/7f0ZDB6Rr/zuPS3Z8ysyt1nd3dfb4eQ5MttZjbTzIYCHyEzs2Ju9r6ZQC1QleOyvNMbt4RSz0go9YyEUs9IKPWMhFLPSCj1jIQqRM8My/sad/cN4E4yl2T9DXA1sNzMvgeckv36G3BNDsvyrqqqilmzZhVi1RIp9YyEUs9IKPWMhFLPxC/ff5lWz0go9YyEKkTPFHwAw93/SuZKJB2yVxSZD3zP3V8KWZZv2gkllHpGQqlnJJR6RkKpZySUeiZPrtg7h8fEcVidekZCFaJnBuMQkt24e6O7L3H3F0OX5Vv7SUVEcqWekVDqGQmlnpFQ6hkJpZ6RUOoZCVWInklkAKOYaCRRQqlnJJR6RkKpZySUekZCqWcklHpGQkUzA6OYtF8qRiRX6hkJpZ6RUOoZCaWekVDqGQlVND1zxd59f0lRKETPlP0AxmGHHZZ0CVJi1DMSSj0jodQzEko9I6HUMxJKPSOhCtEzZT+A8cILLyRdgpQY9YyEUs9IKPWMhFLPSCj1jIRSz0ioQvTMYFxGtahNmjQp6RJKWr4v6VUK1DMSSj0jodQzEko9I6HUMxJKPSOhCtEzZT+AsXnzZsaMGZN0GVJC1DMFFuHlyNQzEko9I6HUMxJKPSOh1DMSqhA9U/aHkGgnlFDqGQmlnpFQ6hkJpZ6RUOoZCaWekVCF6JmyH8BobW1NugQpMeoZCaWekVDqGQmlnpFQ6hkJpZ6RUIXombIfwEin00mXICVGPSOh1DMSSj0jodQzEko9I6HUMxKqED1T9gMYo0aNSroEKTHqGQmlnpFQ6hkJpZ6RUOoZCaWekVCF6JmyH8B44403ki5BSox6RkKpZySUekZCqWcklHpGQqlnJFQheqbsBzAmTpyYdAlSYtQzEko9I6HUMxJKPSOh1DMSSj0joQrRM2U/gPHSSy8lXYKUGPWMhFLPSCj1jIRSz0go9YyEUs9IqEL0TNkPYEybNi3pEqTEqGcklHpGQqlnJJR6RkKpZySUekZCFaJnyn4A4+mnn066hNxdsXffX1JwJdUzUhTUMxJKPSOh1DMSSj0jodQzEqoQPVP2AxhHH3100iVIiVHPSCj1jIRSz0go9YyEUs9IKPWMhCpEz5T9AEZVVVXSJUiJUc9IKPWMhFLPSCj1jIRSz0go9YyEKkTPDMv7GkvMrFmzki5BSox6RkKpZySUekZCqWck1GD1zJTL7s3pcbXXzi9wJTJQep+RUIXombKfgbFq1aqkS5ASo56RUOoZCaWekVDqGQmlnpFQ6hkJVYieKfsBjCOPPDLpEqTEqGcklHpGQqlnJJR6RkKpZySUekZCFaJnyn4Ao6amJukSpMSoZySUekZCqWcklHpGQqlnJJR6RkIVomfKfgBj6tSpSZcgJUY9I6HUMxJKPSOh1DMSSj0jodQzEqoQPVP2J/F8+eWXOeigg5IuQ0qIeqb85HICst5OPqaekVDqGQmlnsmNTij5JvWMhFLPSKhC9EzZD2Dsu+++SZcgJUY9I6HUMxJKPSOh1DMCwBV75/CYbYB6RsKpZyRUIXqmJAYwzOxnwHTgd+5+dT7XvXPnTsaOHZvPVUrk1DMSSj0jodQzEko9I6HUM/Eq1Ewj9YyEKkTPFP05MMzsDGCoux8LTDSzQ/K5/iFDiv5XIEVGPSOh1DMSSj0jodQzEko9I6HUMxKqED1TCjMwKoG7sz8/BMwF1uZr5cOHD8/XqqQnAdMZS4F6RkKpZySUeibMQM9TEwP1TJ5F9n+X7hRdz5TB77zUFV3PFJGcZ71UfKLvB0XU54XoGXP3vK80n7KHj3zf3Veb2fuAo9392k73XwhcmL35DuC5wJfYD9icl2KlXKhnJJR6RkKpZySUekZCqWcklHpGQvW3Z97m7uO7u6MUZmA0ACOzP49hl8Ne3P1G4Mb+rtzMVrr77P6XJ+VGPSOh1DMSSj0jodQzEko9I6HUMxKqED1TCgcyVZE5bARgJlCbXCkiIiIiIiIikoRSmIGxFFhuZhOBU4E5yZYjIiIiIiIiIoOt6GdguHs9mRN5PgGc4O75PqtJvw8/kbKlnpFQ6hkJpZ6RUOoZCaWekVDqGQmV954p+pN4ioiIiIiIiIgU/QwMEREREdmdme1rZieb2X5J1yIiIjIYynIAw8wmmNny7M9vMbP1ZvZI9qvby7WIiOTKzPY2s/vMbJmZ/a+ZjTCzuk7vMzOSrlGKjz6MSggzOxC4F/gH4GEzG6/3GREphOxnpz+b2TC9z0jSyu4QEjMbC/wC2N/djzazM4AJ7v7jhEuTImVmewN3kTnpbQNwNvBjYDrwO3e/OsHypAiZ2UXAWndfZmY/BjYCo939KwmXJkUq+2H0V8BvgXOAE4Fr0fuM9MDMTgIa3P0JM/tP4DVgX73PSF/MbALwf+5+lJn9DL3PSB/M7DbgXcAngLP1PiM9MbNhwIvZL4DPAx8FPgA86e4XD/Q1ynEGRorMB9D67O05wEVm9riZ/VdyZUkR+yTwXXc/GXiFzIeLoe5+LDDRzA5JtDopOu7+I3dflr05HmgDPmJmj5nZHdk3d5HODgP+2d2/CdxPZgBD7zPSI3d/IDt4cTyZWRiN6H1GcvOfwMjsH/H0PiO9MrMTgR1k/g88B73PSO+OAH7h7pXuXgnsAcwl8+/U+uzg+4CU3QCGu9fvciWT+4Bj3f0Y4FAzOyKh0qRIdfNh9Fzg7uzth8jslCK7MbNjgLHAMmCeu88FtpIZhRbp0M2H0fej9xnpg5kZmT/KtAKr0fuM9GGXD6OV6H1GemFmI4DLgcuyi55C7zPSuy6DXGT+IHOPZw77eAA4bqAvUHYDGN1Y4e7bsz/XABp9lm51+jD6d2BDdnE9MCGxoqRomdm+wPXAQuAv7r4xe5feZ6Rbu3wYNfQ+I33wjM8BK4AD9D4jvenmw+ho9D4jvbsM+KG7b83e1v9npC+7DnKNJM/vMxrAgPvN7EAzG0XmL15/TbogKT67fBhtILMzAoxB+5HsIvufxLuBr7r734DbzGymmQ0FPkLmL6UiXezyYXQOep+RXpjZV8xsQfbmPsANep+RPuz6YVT/n5G+nAR8zsweAY4E7tP7jPRh10GuvL/P6I0KrgQeBp4AbnD35xKuR4pMNx9Gq3hzmuVMoDah0qR4fQaYBfxL9h/9Z4DbgKeBx939geRKk2LUzYfRa9H7jPTuRuA8M3sUGAocj95npHe7fhj9IHqfkV64+/GdzmXwNPAF9D4jvdv1j3ajyfP7TNldhUQklJn9I/At3hxlvhm4FHgQOBWYs8t5VUREgmSvkHU3mZNd/RX4KvAoep8RkQLIDmKcDixH7zMikidmdjhwJ5lDYX8D/BuZ95mVwCnAKe7+0oBeQwMYIuGyHzZOBh5191eSrkdE4qP3GREpNL3PiEihmdlIYD6wyt1f7Ovxfa5PAxgiIiIiIiIiUux0DgwRERERERERKXoawBARERERERGRoqcBDBEREZECM7M5ZrbSzB4xs6k9PObXZvaYmV0yyOWJiIiUBA1giIiISM7MbISZfSrpOkpQBfCD7CUJuz0Du7t/CDiXzKV0RUREZBcawBARESlhZnaLmT2d/ev+Bf14/pFmdmSn21eYWWUvT/k08HBPr2tmB5jZZTm8bqWZTQmtdyCysx8ez9Z8/WC+toiIiAycBjBERERK38XA+4Gvm9kRgc89MvvVJzMbDezn7nU9va67v+Lu1+awukpgSmCt+XCWu88GDjez6Qm8voiIiPSTBjBEREQi4O6vA/cCx5vZBDO7z8xWmNlXoWOmxq/M7I9m9oPssmuAy4DLzOzBTqs72cz+kJ1hcUCn5Z8BftbT62bXOcXMbmm/38z2N7OHs+d2+El22c1kZnJcZ2Z3ZJdNzM6Q+IOZfbNTzZeb2fLstow0s/3M7LfZmRS3mtmQ7ra3N2Y2jMwhHS1mNiP7O/mjmV2Uvf8RM/v/suv7jWW808yeyH793MxON7NDs9v2pJktyDGq9t9RdXYmyG1m9oyZ/UOuzxcRESlXGsAQERGJx+tkzp/wVeB/3P1Y4MNmNi57/xJ3fw8w1cxmuftXgWuBa939vZ3Wc7C7zwPuBE4EMLN9gD3c/dVeXrc7xwHV7j4XeMDMhrj7+cAtwCXu/sns494C/CswH/hgp+ePcffjgKeBo4CvAXe4+zHAM8Dbetne7vwS2AD8r7uvAyYAi4HTyQyqtNuRXd8w4EAyM02uB74IbHP33wD/DlyZ3cavmJn18rq7eh34CpACvgtoNoiIiEgfhiVdgIiIiOTNvsB64D3AMWb2aWA0MDF7f1X2+1/IHL5RRfd+nv2+CRiR/XkR8N99vG537gNONLNlwBPu/sseHtcGfB1oAPbstPzWXWqZBvwwu+w/st/fwe7b+3oPr3MWmYGStdnbRmYgYjMwvJfXXUdm8KQJuCR736FkBjAcGEpmEGdLD6+7q1oygxft30MGP0RERMqSZmCIiIhEIDtD4lTgIeA54DJ3ryQzw+KN7MPaD1M4Engh+3MjMCq7jvYP0Tt2Wff+QKu77/bhfJfX7c4xwG3ufjKZgYyDenjdS4FryAyUeKfnd6kFqAHelf35RuCkXra3J/8F/HP258uBC4AvkxmEAMDdd33dDwOnZq8i8nR22fPAp7Ov+wOgpY/XFRERkQHQAIaIiEjpux74P+Ar7l5D5kP8l8zsj8ApQPthH6dll9W4++rssmXAGdnlx/Ww/t3OfdHD63ZnHfDvZvY4mdkMf8suv4fMuTeeAA4CfgvcAPwG2Glmb+lhfdcAC8zsD9nbD/Syvd1y9+eALdnzTvwK+F12+4abWUUPT6sC/mhmy8zsJ2a2J5nzh/w0uw1Tuxn0EBERkTwyd+/7USIiIlLSsifWvMLda/vx3P3dfVPeiyoh2ROQTgVayRzycaG7vxLw/DlkZmk0AOe7+0vdPObXwDgy5yq5Lh91i4iIxEQDGCIiIiIiIiJS9HQIiYiIiIiIiIgUPQ1giIiIiIiIiEjR0wCGiIiIiIiIiBQ9DWCIiIiIiIiISNHTAIaIiIiIiIiIFD0NYIiIiIiIiIhI0dMAhoiIiIiIiIgUPQ1giIiIiIiIiEjR0wCGiIiIiIiIiBQ9DWCIiIiIiIiISNHTAIaIiIgUhJk9bmYf63T7W2b2IzO7zMy2mdlWM/ti9r6Pm9kfsj/vYWavmNk7+1j/yWb2kpnVmdnncqzpFjP77EC2S0RERJKhAQwREREplAeBuZ1uHwdsAD4OHAUcC3zdzN4K3A281cwOA84C/uTua3pasZmNBW4HzgYOB/7ZzKYVZCtERESkKGgAQ0RERArlQTKDFpjZHsAsYDnwcXd/MTtAUQtMdPcU8F/A57Jf/97Huj8EPOXuf3L3euAB4ISCbIWIiIgUhWFJFyAiIiLRWgEcYmZ7A0cANe7+aPudZjYReCvw1+yinwHPA3Xu/lgf6z4ceK7T7W8BqXwVLiIiIsVHAxgiIiJSEO7ebGZPkDlU5CgyMzI6+ybwE3ffkX38TjN7AXi6/QFm9mvg3bs87yZgHzKHo7S/Vl1vj3f3rw10e0RERCRZGsAQERGRQmo/jOQo4PvtC83sVDLnxziy07IjgQnAR83scnevd/cPdbdSM/sxsEen22cAjT09XkREREqfzoEhIiIihfQQcCIwG3gUIHvSzv8GPtk++yLry8B3gF8Di/tY7wvA2zvd/gAwNU81i4iISBHSAIaIiIgU0kpgGpnzX+zInszzN8B/uPuf2h9kZlPJDHTcQWamxj+Z2Yhe1vsr4CQzm2FmE4BTgEcKtA0iIiJSBHQIiYiIiBSMu6fM7A+8eV6LU8gcNnKgmV2WXfY5MlcQudndG4HnzKwaWEBmpkZ3633JzM4FlgCjgG/2dtlVERERKX3m7knXICIiIiIiIiLSKx1CIiIiIiIiIiJFTwMYIiIiIiIiIlL0NIAhIiIiIiIiIkVPAxgiIiIiIiIiUvQ0gCEiIiIiIiIiRS+qy6jut99+PmXKlKDnpFIphg4dWpiCJFHKNl7KNk7KNV7KNl7KNk7KNV7KNl4xZVtVVbXZ3cd3d19UAxhTpkxh5cqVSZchIiIiIiIiIv1gZn/r6b6yP4Skqqoq6RKkQJRtvJRtnJRrvJRtvJRtnJRrvJRtvMolW3P3pGvIm9mzZ7tmYIiIiIiIiIiUJjOrcvfZ3d2nGRhlMlJVjpRtvJRtnJRrvJRtvJRtnJRrvJRtvMolW83AEBEREREREcmD1tZW1q9fT1NTU9KlFL2KigomTZrE8OHDuyzvbQZGVCfx7I/q6mpmzJiRdBlSAMo2Xso2Tso1Xso2Xso2Tso1Xsq28NavX8+ee+7JlClTMLNBe92dO3cyatSoQXu9gXJ3Xn/9ddavX8/UqVNzfl7ZD2AceuihSZdQ0qZcdm+fj6m9dv4gVLI7ZRsvZRsn5RovZRsvZRsn5RovZVt4TU1Ngz54AZnZDKXEzBg3bhyvvfZa0PPK/hwYdXV1SZcgBaJs46Vs46Rc46Vs46Vs46Rc46VsB8dgD14AtLS09Pu5tbW1+SskQH9+T2U/gDFhwoSkS5ACUbbxUrZxUq7xUrbxUrZxUq7xUrbx2vU8Eu1uv/12vv3tb/f4vMbGRubPn099fX2hSsursj+EZOvWrey1115JlyEFoGzjpWzjpFzjpWzjpWzjpFzjpWwHXy6H3Ifo6fD8trY2hg4dutvyioqK3ZanUinmzJnDyJEj2bp1K9u3b+f000/vuG/evHlcffXVea07X8p+AKPUjhWS3CnbeCnbOCnXeCnbeCnbOCnXeCnbeA0Z0vXgiqVLlzJv3ryO26+++irPPfccxx9/PEOHDuWpp56irq6ORYsWcf/997Ns2TIWLFgw2GUHK/tDSERERERERERikU6n+dKXvtRlwGrIkCFcdNFFNDc3A7B582YWLlzIDTfcQHNzM0uXLgUyMzDa2tqSKDsnZT+AoevzxkvZxkvZxkm5xkvZxkvZxkm5xkvZxiudTnf8/MADDzBv3jxGjhzZsWz8+PGceeaZ3HjjjQDcc8891NbWcu6553LOOeewfPlyKisrqays5Kabbhr0+nNV9oeQ7LPPPkmXIAWibOOlbOOkXOOlbOOlbOOkXOOlbOM1bNibH+2vv/56Lrvsst0e8/nPf55jjz2Wiy66iMWLF7N48WIA1q9fzyWXXMKSJUsGrd7+KvsBjFdffVUnsomUso2Xso2Tco2Xso2Xso2Tco2Xso1Xa2srQ4cOpaGhgbFjx/Ke97xnt8fst99+XHHFFfzwhz/klltuYdSoUUDmEqwvvvgic+fOBWDnzp0sXLiQiy++eFC3IRdlP4AxefLkpEuQAlG28VK2cVKu8VK28VK2cVKu8VK28RoxYgQAY8aM4ec//3nH8ra2ti4n+PzEJz4BwBe+8IWOZXV1dVx66aWagVEKnn/+eWbMmJF0GVIAyjZeyjZOyjVeyjZeyjZOyjVeynbw9XTZ03xramrqmFHR7qc//SnXXXddn+e0aG1tLeoTd3Zm7p50DXkze/ZsX7lyZdJllJVcrms8WDutiIiIiIhIkp599lmmT5+edBklo7vfl5lVufvs7h5f9lchqaqqSroEKRBlGy9lGyflGi9lGy9lGyflGi9lG68dO3YkXcKgKPsBjFmzZiVdghSIso2Xso2Tco2Xso2Xso2Tco2Xso3X6NGjky5hUJT9AIZGIeOlbOOlbOOkXOOlbOOlbOOkXOOlbOOlGRhlQqOQ8VK28VK2cVKu8VK28VK2cVKu8VK28dIMjDKxevXqpEuQAlG28VK2cVKu8VK28VK2cVKu8VK28dq5c2e/n1tbW5u/Qgos7wMYZra3md1nZsvM7H/NbISZ/czMVpjZv3Z6XL+X5dNhhx1WiNVKEVC28VK2cVKu8VK28VK2cVKu8VK28Ro5cmS3y2+//XbuvbfnK0c2NjYyf/586uvrC1VaXg0rwDo/CXzX3ZeZ2Y+Bc4Ch7n6smf3IzA4BZvR3mbuvzWexL7zwAtOmTcvnKqVIKNt4Kds4Kdd4Kdt4Kds4Kdd4KdsEXLF3nte3rdvFTU1N3Q5i1NXVMWRI13kLqVSKOXPmMHLkSLZu3cr27ds5/fTTO+6bN28eV199dX7rzpO8D2C4+4863RwPnAtcl739EDAXOAq4u5/L8jqAMWnSpHyuToqIso2Xso2Tco2Xso2Xso2Tco2Xso3XiBEjgMwARHNzM6NGjeq4veeeewKQTqfZuXMnFRUVPPXUU9TV1bFo0SLuv/9+li1bxoIFCxKrP1cFOweGmR0DjAX+DmzILq4HJgCjB7Bs19e50MxWmtnKjRs3snnzZjZu3MiGDRvYsmUL69ato7GxkTVr1pBOp1m1ahXw5hl4V61aRTqdZs2aNTQ2NrJu3Tq2bNnChg0baF9fbW0tDQ0N1NTU0NbW1nHsWPs62r9XV1fT3NzM2rVrqa+vp66ujk2bNrFp0ybq6uqor69n7dq1NDc3U11d3e06Vq9eTVtbGzU1NTQ0NFBbW1vU23TgKOfEiWlGD3M+8rYUAOcd3PV7Utv09NNPK6dIt+n555+PbptizCl0m/76179Gt00x5tSfber8PZZtijGn/mzTX//61+i2KcacQrfp+eefj26bYsypP9v09NNPR7dNxZZTS0sL6XSapqYmUqnM56F8amlpoa2tjaamJtLpNI2Njbh7xzkw1qxZw4knnsixxx7L3Llz+fGPf8wXv/hFjj32WI477jgqKyv585//zMaNG/n0pz/ND3/4Q7Zt28bSpUvZuXMnqVSKbdsyszzar2yyc+fOLtvU3NxMa2srra2tNDc3k0qlOuppr6P9uZ3X4e40NjZ2WUcqldotp96Yu+f9l2pm+wK/B84ELgV+4e5PmNkZwDQyAxH9Wubu3+rpdWfPnu0rV64MqnXz5s3st99+/dhKAZhyWc/HU7WrvXb+IFSyO2UbL2UbJ+UaL2UbL2UbJ+UaL2VbeM8++yzTp09/c8EgHULS2trK8OHDd1v+3ve+l8mTJ3PzzTd3Wf6Tn/yE//iP/2D//fcnnU6zbt06DjvsMFKpFOeddx4XXnhhfuvuwW6/L8DMqtx9dnePz/shJGY2gsxhH19197+ZWRWZQz+eAGYCzwHrB7Asr1pbW/O9SikSyjZeyjZOyjVeyjZeyjZOyjVeyjZe3U1MWLNmDaNHj+aNN97gueee4x3veEfHfYsXL2bx4sUArF+/nksuuYQlS5YMWr39VYiTeH4GmAX8i5n9C3AzcJ6ZTQROBeYADizv57K8SqfT+V6lFAllGy9lGyflGi9lGy9lGyflGi9lWz6am5v53Oc+x3XXXcfIkSO54IILuO+++xg1ahQ33XQTP/jBDzrOk9HS0sKLL77I3LlzgczhHgsXLuTiiy9OchO6VYiTeP4Y+HHnZWb2G+Bk4N/dfVt2WWV/l+VTe2gSH2UbL2UbJ+UaL2UbL2UbJ+UaL2Ubr85XGqmpqWHx4sWcd955zJw5E4CLLrqIk08+mVtuuYWFCxeycOHCjsfX1dVx6aWXlu0MjN24+xbevJrIgJfl0xtvvMHYsWMLtXpJkLKNl7KNk3KNl7KNl7KNk3KNl7JNQA/nrMi3trY2hg0bxh133MHXvvY1brjhBk499dSO+88++2wqKip473vfy/Lly3nb297WcV9rayttbW2DUudAFeQknknpz0k8Gxsbu71eruSmmE/iqWzjpWzjpFzjpWzjpWzjpFzjpWwLr7uTUg6GdDrNkCFDaG1tpbGxkb322qvbx+3YsYPRo0cPcnU9Cz2JZ8Euo1oqXnrppaRLkAJRtvFStnFSrvFStvFStnFSrvFStvFqbm4GYPjw4T0OXgBFNXjRH2U/gDFt2rSkS5ACUbbxUrZxUq7xUrbxUrZxUq7xUrbxqqioSLqEQdHnAIaZDTGzvcxsmJmdYGZ7DkZhg+Xpp59OugQpEGUbL2UbJ+UaL2UbL2UbJ+UaL2Ubr507dyZdwqDIZQbG3WQuX/pfwCLgfwta0SA7+uijky5BCkTZxkvZxkm5xkvZxkvZxkm5xkvZxqvUDw3JVS4DGPu5+++BQ9z9k0BUZ32pqqpKugQpEGUbL2UbJ+UaL2UbL2UbJ+UaL2Ubrx07dnS5feWVV3ZcXSSVSnUsbz9XRmeNjY1dHlPMcrmM6nYzWwpUmdkHgO2FLWlwzZo1K+kSpECUbbyUbZyUa7yUbbyUbZyUa7yUbbw6z8D45S9/yY4dOxg+fDg333wzd955J0OHDsXdGTt2LHfddVeX51511VW8/e1vZ9GiRYNddrBcBjDOAt7p7qvMbCZwdoFrGlSrVq3SVKpIKdt4Kds4Kdd4Kdt4Kds4Kdd4KdvBN+PWGXldX/Wnqrtd3n551Lq6Oq655hqWL18OwPnnn8/555/f6zqHDRvGmDFj8lpnofR5CIm7N7n7quzPq4H8JpCwI488MukSpECUbbyUbZyUa7yUbbyUbZyUa7yUbbxGjRoFwPPPP8/3vvc9PvvZz7JixYqcnrtjxw62by+NAy1yuQrJsl0WXVOgWhJRU1OTdAlSIMo2Xso2Tso1Xso2Xso2Tso1Xso2Xk1NTQCcdNJJtLW18eyzz3LYYYcxe/ZsKisrOe644zjiiCOYO3cul112WZfnPvPMMzz55JNJlB2sx0NIzOwI4CjgLWa2ILt4NNA0GIUNlqlTpyZdghSIso2Xso2Tco2Xso2Xso2Tco2Xso3XHnvsAcBrr73GBRdcwEc/+lH23ntvVq5cCcD69eu55JJLWLJkSZfnbdu2jW3btmFmbNq0if3333/Qaw/R2wwM6+b768DHClrRIHv55ZeTLkEKRNnGS9nGSbnGS9nGS9nGSbnGS9nGq6WlBYBf/epXfPazn835ed///vc599xzWbx48W4zM4pRjwMY7r7a3W8F/tfdf+7ut7r73e6+ZRDrK7h999036RKkQJRtvJRtnJRrvJRtvJRtnJRrvJRtvIYNyxxcsXjxYiorK3N6zooVK7jvvvv47Gc/y4c//GFef/11vve97xWwyoHr8xwYwFVmNhvAzD5jZiMKXNOg2rlzZ9IlSIEo23gp2zgp13gp23gp2zgp13gp23il0+mOn919t/tTqVSX23fddRcXXXQRS5YsYejQoQDcdttt/M///A/nnXcer776amEL7qdcLqP6P8A9wEpgAnAHmUurRmHIkFzGcKQUKdt4Kds4Kdd4Kdt4Kds4Kdd4KdvB19NlTwupubmZ5ubmjtsvv/wyp512GgsXLgQyJ3NdunQpDz74IOPGjet43F577cVDDz3EN7/5TTZv3syECRMGvfa+5DKAMTZ7KAnu/i0ze7jANQ2q4cOHJ12CFIiyjZeyjZNyjZeyjZeyjZNyjZeyjZeZdfw8d+5c5s6d23F74sSJVFe/OZAybdo07rrrrm7XU1FRwVVXXVW4QgcolyG49Wb2FTM7wcy+DGwqdFGDqaGhIekSpECUbbyUbZyUa7yUbbyUbZyUa7yUbbw6H0ISs1wGMD4N7AQ+mv2+oNdHl5j99tsv6RKkQJRtvJRtnJRrvJRtvJRtnJRrvJRtvNpP4hm7Pgcw3L0ZeBj4DfAgENW8o/Xr1yddghSIso2Xso2Tco2Xso2Xso2Tco2Xso1X+2VUY9fnAIaZXQ9cCVwDvB24s9BFDaaDDz446RKkQJRtvJRtnJRrvJRtvJRtnJRrvJRtvCoqKgbttfoaLKmtrS3Ya+dyCMkMdz8T2Oru9wJ7F6yaBDzzzDNJlyAFomzjpWzjpFzjpWzjpWzjpFzjpWzj1djYuNuyz3zmM7z44ot8/etf5/e///1u9x922GEANDU1cfXVV3P11VdzzTXX9PlaX/jCF1ixYkWPdcyfP5/6+vrALchNLgfKvGZmlwNjzexTwCsFqSQhM2fOTLoEKRBlGy9lGyflGi9lGy9lGyflGi9lO/ienTY9r+ubXvNst8tHjRoFwLJly7jqqqsYMmQIa9as4d/+7d8YPnw4X/7yl/nWt75FOp3mF7/4BQceeCB77rknqVSKlpYWfv/73/Pd736X888/n69+9atA5qSvJ598MqNHj6atrY33ve99fO1rX2PYsGHsueeeHa+dSqWYM2cOI0eOZOvWrWzfvp3TTz+947558+Zx9dVX52X7c5mBsQDYBjwO7AOcn5dXLhJVVVVJlyAFomzjpWzjpFzjpWzjpWzjpFzjpWzjtWPHDgBOPPFEHn74YR555BFOPPHEjvuvu+46HnnkER588EFWrVrF3Llz+ctf/sJJJ53E2rVrGTt2LLNnz2b06NEdzxkzZgyPP/44DzzwAI888gjnnHMOH//4x3nwwQe5/PLL+cAHPsCvfvUrhg4dylNPPcXtt9/OAQccwJNPPsnChQt55JFHWL58ed4GLyCHGRju3gh8L2SlZjYBWOLux5nZW4AngReyd5/l7q+Z2c+A6cDv3P3q7PNyWpZPs2bNyvcqpUgo23gp2zgp13gp23gp2zgp13gp23i1DzwMHTqUtra2Xh/7wQ9+kDFjxnDBBRfw4IMP0tTU1O1VTK699loeeugh2traGDp0KHvttRf33HMPixYt4vLLL+fee+/FzADYvHkzCxcu5MYbb6S5uZmlS5eyYMECUqkU7p63q6T0OAPDzL6c/X6zmd3U6evHZja3l+eNBW4F2odu3g18090rs1+vmdkZwFB3PxaYaGaH5LosL1vdiUYh46Vs46Vs46Rc46Vs46Vs46Rc46Vs49U+AwPghBNO4KSTTuKRRx7pWPbFL36Rk046icWLFwNw11130dbWxumnn05DQwMjR47cbZ2XXXYZP/3pT9l777353e9+xy9/+UsgM1gxfvx4tm/fzpgxYwC45557qK2t5dxzz+Wcc85h+fLlVFZWUllZyU033ZS37extGOTW7Pcrdlk+Cvgp0NMgRgo4G/h19vYc4FQzWwA84e7/DFQCd2fvfyi7rqNyXLa2tw0KpVHIeCnbeCnbOCnXeCnbeCnbOCnXeCnbeHU+9GP58uUAnHPOOR3LvvOd71BZWQnAK6+8wvPPP88BBxzAmWeeSXV1NePGjet2vbfddhsXXXQRP/vZzxg5ciSf+tSn2LFjByNHjmT79u0dr7t48eKOwZH169dzySWXsGTJkrxvZ48zMNz91ez3v+3y9SwwtJfn1bv7tk6L7gOOdfdjgEPN7AgyszM2ZO+vByYELOvCzC40s5VmtnLjxo1s3ryZjRs3smHDBrZs2cK6detobGxkzZo1pNNpVq1aBbw5+vjggw+STqdZs2YNjY2NrFu3ji1btrBhwwba11dbW0tDQwM1NTW0tbWxevXqLuto/15dXU1zczNr166lvr6euro6Nm3axKZNm6irq6O+vp61a9fS3NxMdXV1t+tYvXo1bW1t1NTU0NDQQG1tbfA2rVq1atC26cBRzokT04we5nzkbSkAzju46/ektumhhx5STpFu04oVK6LbphhzCt2mRx99NLptijGn/mzTgw8+GN02xZhTf7bp0UcfjW6bYswpdJtWrFgR3TbFmFN/tqn9cICYtqnYcmppaSGdTtPU1EQqlfk8lE8tLS20tbXR1NREOp2msbERd++46scPf/hD5s6dy3HHHcdDDz1EU1MT7s4//dM/MW/ePI499lhuuOEGLr74YtydBQsW8NJLL3HYYYexc+dO4M3ZHNXV1dx555288MIL1NTU8I1vfIM///nPHH744bS2trJt2zZGjBjBf//3f3PUUUcxd+5cjj32WM444wwefvjhjttHH3003/3ud3F3GhsbSaVSNDc309raSiqV2i2n3pi7B//SzGy4u7f28ZhH3L3SzPZw9+bssu8AK4DjgV+4+xPZw0SmkRmc6HOZu3+rp9ecPXu2r1y5Mmhbmpub2WOPPYKeI2+actm9fT6m9tr5g1DJ7pRtvJRtnJRrvJRtvJRtnJRrvJRt4T377LNMn/7mlUcG6yok6XSaIUO6zk8455xzuOaaa7jjjjuYO3duxwwMd8fMeNe73sWTTz7JSSedxJ133skBBxzAu9/9bu6++26eeOIJjjrqKG6//Xbe/e53M336dFavXs11113HTTfdxEEHHcQ555zDtddey5QpU7q8bl1dHZdeemlOMzB2/X0BmFmVu8/u7vF9nknDMmfl+CBwEFAL/LqvwYtd3G9mHydzJZP3AzeSmVkxF3gCmAk8B6zPcVle1dXVccgheT+1hhQBZRsvZRsn5RovZRsvZRsn5RovZTv4ehpwyLeWlhYqKiq6LGuf6dDW1tblxJ7tJ97csWMHv/71r3nPe97DAQccAMD48eM544wzuPDCCzn00EP5xje+0fG8u+++m4ULFzJ58mROOOEEpk6dutvgBUBra2ufJxLtrz5nYJjZnWQO31gFHAHs7+4f63PFb87AOAH4MdAC3OjuPzCzvYDlwIPAqWTOk+G5LNvl8JQu+jMDo76+nr322ivoOfKmYp6BoWzjpWxzk8v+Ccnto7tSrvFStvFStnFSrvFStoXX3YyCwZBKpRg6tMczPfSqfUZGX7qb5TFQoTMwcnn1ie7+WXe/0d0vBvbPpRB3r8x+f9jdp7n7Ee7+g+yyejIn8nwCOMHdt+W6LJfXDrF169Z8r1KKhLKNl7KNk3KNl7KNl7KNk3KNl7KN10BmPOQyeAHkffCiP3o8hMTMjs/+uM3M/hV4EpgF7OjpOSHcfQtvXmEkaFk+7TrNRuKhbOOlbOOkXOOlbOOlbOOkXOOlbAdHrjMa8qkYBhdC9ed8nL2dA+OE7PdVZK46cgxgwJ+CX0VEREREREQkchUVFbz++uuMGzdu0AcxSom78/rrrwcPqvU4gOHuV0LmiiPAQmA68Ffglv6XWXyampqSLkEKRNnGS9nGSbnGS9nGS9nGSbnGS9kW3qRJk1i/fj2vvfbaoL5uW1sbw4b1eY2OolJRUcGkSZOCnpPLFt4EPA/cR+bEmjcD5wVXV6T22WefpEuQAlG28VK2cVKu8VK28VK2cVKu8VK2hTd8+HCmTp066K9bLidozeVAmbe6+1Xufn92VsbkQhc1mF599dWkS5ACUbbxUrZxUq7xUrbxUrZxUq7xUrbxKpdsc5mB8bKZfZXMSTznABsKW9Lgmjw5qvEY6UTZxkvZxkm5xkvZxkvZxkm5xkvZxqtcss1lBsangXrgTGBr9nY0nn/++aRLkAJRtvFStnFSrvFStvFStnFSrvFStvEql2z7nIHh7i3ADwehlkTMmDEj6RKkQJRtvJRtnJRrvJRtvJRtnJRrvJRtvMol29K7WGyeVVVVJV2CFIiyjZeyjZNyjZeyjZeyjZNyjZeyjVe5ZGvunnQNeTN79mxfuXJl0mWUlSmX3dvnY2qvnT8IlYjIrnLZP0H7qIiIiIgUDzOrcvfZ3d2nGRhlMlJVjpRtvJRtnJRrvJRtvJRtnJRrvJRtvMolW83AkAHRDAyR4qUZGCIiIiJSavo1A8PMPpT9Pq5QhRWD1atXJ12CFIiyjZeyjZNyjZeyjZeyjZNyjZeyjVe5ZNvbIST/lP3+y8EoJCmHHXZY0iVIgSjbeCnbOCnXeCnbeCnbOCnXeCnbeJVLtr1dRtXN7BvAVDO7vMsd7t8obFmD54UXXmDatGlJlyEFoGzjpWzjFEuuOrRud7FkK7tTtnFSrvFStvEql2x7G8D4CDAT+CDwh8EpZ/BNmjQp6RKkQJRtvJRtnJRrvJRtvJRtnJRrvJRtvMol2x4PIXH3endfDtzs7n/o/DWI9RXc5s2bky5BCkTZxkvZxkm5xkvZxkvZxkm5xkvZxqtcsu1tBka7H5vZhcB04BngFndvK2xZg2fMmDFJlyAFomyLSz6viKFs46Rc46Vs46Vs46Rc46Vs41Uu2fZ2Es92NwEHAP8HvAW4uaAVDbLW1takS5ACUbbxUrZxUq7xUrbxUrZxUq7xUrbxKpdsc5mB8VZ3Py/78/1m9kgB6xl06XQ66RKkQJRtvJRtnJRrsgp58lFlGy9lGyflGi9lG69yyTaXAYyXzeyrwJPAHODlwpY0uEaNGpV0CVIgyjZeg52trioxOLTPxkvZxkvZxkm5xkvZxqtcss3lEJJPA/XAmcDW7O1ovPHGG0mXIAWibOOlbOOkXOOlbOOlbOOkXOOlbONVLtn2OQPD3VuAHw5CLYmYOHFi0iVIgSjbeCnbOCnXeCnbeCnbOCnXeCnbeJVLtrnMwIjaSy+9lHQJUiDKNl7KNk7KNV7KNl7KNk7KNV7KNl7lkm1BBjDMbIKZLc/+PNzMfmtmK8xs4UCX5du0adMKsVopAso2Xso2Tso1Xso2Xso2Tso1Xso2XuWSbd4HMMxsLHArMDq76PPASnc/FjjNzPYc4LK8evrpp/O9SikSyjZeyjZOyjVeyjZeyjZOyjVeyjZe5ZJtLlchCZUCzgZ+nb1dCVyW/XkFMHuAyx7OZ7FHH310PlcnRUTZxkvZxqlzrrryS1y0z8ZL2cZJucZL2carXLLN+wwMd693922dFo0GNmR/rgcmDHBZF2Z2oZmtNLOVGzduZPPmzWzcuJENGzawZcsW1q1bR2NjI2vWrCGdTrNq1SoAqqqqAFi2bBnpdJo1a9bQ2NjIunXr2LJlCxs2bKB9fbW1tTQ0NFBTU0NbWxurV6/uso7279XV1TQ3N7N27Vrq6+upq6tj06ZNbNq0ibq6Ourr61m7di3Nzc1UV1d3u47Vq1fT1tZGTU0NDQ0N1NbWBm/TqlWrBm2bDhzlnDgxzehhzkfelgLgvIO7fk9qmx544AHlVETbdPjYNAft6Ryzf5rxFc4pk9KMGOKcNbVrv+SyTY8++uigbtMQnNMmp9hnhHP8AWkmj3GOGpfusk3FmNNpk1MMwfnEQZnf7bnZ3/EnDkp12aZi6b2HH364Y5sO2tM5fGyao8Zlft/HH5BmnxG+2zYV6/501tQUI4Zk+nx8RaZHOm9TMb5H9PVeftbUVL/3p2XLlhVlTnovH/g2Pfzww9FtU4w5hW7To48+Gt02xZhTf7bpgQceiG6bYsypP9vU/m9tDNvUG3P33h9gdp+7n9rrg7p/3iPuXmlmvwYWu/srZnYp8AqZGRr9Wubud/b0mrNnz/aVK1eGlioDoL+SSq5y6RUozn4p1T7X7zwZpVp7qdYtIiIicTGzKnef3d19uczAqDazDw3g9auAudmfZwK1A1yWV+2jbxIfZRsvZRsn5RovZRsvZRsn5RovZRuvcsk2l3NgvAv4vJlVAzsAd/cTA17jVuB3ZnYc8E7gSTKHhfR3WV4deeSR+V6lFAllGy9lGyflGi9lGy9lGyflGi9lG69yybbPGRjufoK7j3T3f8j+nNPghbtXZr//DTgZ+CNwkrunBrKsH9vYq5qamnyvUoqEso2Xso2Tco2Xso2Xso2Tco2Xso1XuWSb01VIzOxw4C1AHfB3d28IeRF3fxm4O1/L8mnq1KmFWrUkTNnGS9nGSbnGS9nGS9nGSbnGS9nGq1yy7XMGhpldD1wJXAO8HejxJJql6OWXX066BCkQZRsvZRsn5RovZRsvZRsn5RovZRuvcsk2l5N4znD3M4Gt7n4vsHeBaxpU++67b9IlSIEo23gp2zgp13gp23gp2zgp13gp23iVS7a5DGC8ZmaXA2PN7FNkLm8ajZ07dyZdghSIso2Xso2Tco2Xso2Xso2Tco2Xso1XuWSbywDGAmAb8DiZ2RfnF7SiQTZkSC6/AilFyjZeyjZOyjVeyjZeyjZOyjVeyjZe5ZJtnyfxdPdGM3uYzAk8a909qqGd4cOHJ12CFIiyjZeyjVOSuT47bXqfj5le8+wgVBIn7bPxUrZxUq7xUrbxKpdsczmJ53eAbwPvAq4ys+8XvKpB1NAQdEEVKSHKNl7KNk7KNV7KNl7KNk7KNV7KNl7lkm0ul1F9t7vPbb9hZo8VsJ5Bt99++yVdghSIso2Xso2Tco2Xso2Xso2Tco2Xso1XuWTb4wwMM5tsZpOB9WZ2rpkdYmbnENlJPNevX590CVIgyjZeyjZOyjVeyjZeyjZOyjVeyjZe5ZJtbzMwrsx+bwROzH4B1Be0okF28MEHJ12CFIiyjZeyjZNyjZeyjZeyjZNyjZeyjVe5ZNvjDAx3P9/dzweezi6y7FdUnnnmmaRLkAJRtvFStnFSrvFStvFStnFSrvFStvEql2xzOQfGOcAngFSBa0nEzJkzky5BCkTZxkvZxkm5xkvZxkvZxkm5xkvZxqtcss3lYrGvAg8AtwC3Zr9Ho6qqKukSpECUbbyUbZyUa7yUbbyUbZyUa7yUbbzKJdtcZmAMB2a4+85CF5OEWbNmJV2CFIiyjZeyjZNyjZeyjZeyjZNyjZeyjVe5ZJvLDIwJwFNm9lD7V6GLGkzlMlJVjpRtvJRtnJRrvJRtvJRtnJRrvJRtvMol21xmYFxf8CoSVC4jVeVI2cZL2cZJucZL2cZL2cZJucZL2carXLLNZQCj3UjgFGAzmXNhRKG6upoZM2YkXYYUgLKNl7KNk3Ltasatff8uqj9VPQiVDJyyjZeyjZNyjZeyjVe5ZNvnAIa7dx6suMHMflTAegbdoYcemnQJUiDKNl7KNk7KNV7KNl7KNk7KNV7KNl7lkm2fAxhmdnynm3sBhxWunMFXV1fHIYccknQZUgDFlO2z06bn9LjpNc8WuJI4FFO28qaB9rlyjZeyjZeyjZNyjZeyjVe5ZJvLISQnAJ79uQX4x8KVM/gmTJiQdAlSIMo2Xso2Tso1Xso2Xso2Tso1Xso2XuWSbY8DGGZ2eeebZAYxRgAfBb5R4LoGzdatW9lrr70SrWHKZffm9Ljaa+cXuJK4FEO2UhjKNk7KNV7KNl7KNk7KNV7KNl7lkm1vl1G17BdkBi9OAK4AKgtb0uCqqKhIugQpEGUbL2UbJ+UaL2UbL2UbJ+UaL2Ubr3LJtscZGO5+pZmNAM4FFgM1wNHu/vQg1SYi3chlxo5m64hIOdH7ooiISHnocQaGmX0L+DvwSeDbwE+AUWZ27CDVNiiampqSLkEKRNnGS9nGSbnGS9nGS9nGSbnGS9nGq1yy7e0kngcCv8v+/MFOyx1YkesLmNkw4MXsF8DnyZxH4wPAk+5+cfZxV+ayLN/22WefQqxWioCyjZeyjZNyjZeyjZeyjZNyjZeyjVe5ZNvjDAx3P7+Hr4WBr3EE8At3r3T3SmAPYC7wD8B6MzvJzGbnsqwf29enV199tRCrlSKgbOOlbOOkXOOlbOOlbOOkXOOlbONVLtnmchnVgZoDfMTM3gP8DVgN3OPubmYPkJndsS3HZQ/ku7jJkyfne5VSJJRtvJRtnJRrvJRtvJRtnJRrvJRtvMol296uQpIvTwHz3H0usBUYCWzI3lcPTABG57hsN2Z2oZmtNLOVGzduZPPmzWzcuJENGzawZcsW1q1bR2NjI2vWrCGdTrNq1SoAqqqqAHjsscdIp9OsWbOGxsZG1q1bx5YtW9iwYQPt66utraWhoYGamhra2tpYvXp1l3W0f6+urqa5uZm1a9dSX19PXV0dmzZtYtOmTdTV1VFfX8/atWtpbm6murq6y3PPOzgFwFlTU4wY4pwyKc34CueY/dMctKdz+Nh0ztu0atWqQdumA0c5J05MM3qY85G3pbpsS/v31atX09bWRk1NDQ0NDdTW1gbn1J9t+uMf/5j3nNq/h26TDxnCK2edBcDGsz8GwCtnnYUPGcJrp7yf1r33Zsuxx+ac066/44+8LcXoYZksDhzlg7JNoTkdPjbTy8fsn+ntUyalGTHEOWtq123JJaeqqqpB3aYhOKdNTrHPCOf4A9JMHuMcNS7dZZsK/R7Rn206bXKKITifOCjzuz03+zv+xEGpLtuUr/eI5gMmsO3oo9lxyCHsOOQQth19NM0HTOCNecfTNno0m047rddtevLJJzu2qf1976hxmd/38Qek2WeE77ZN+Xzf23j22QBsOu002kaP5o15x3fZppCcensvP2pcOqfeO2PUGQxhCCdXnMzetjdzRszhLUPfwuHDD2fasGlMGTolr/8+9fVeftbUVL/3p8ceeyxvOXW3TQeOct41Ps079s58vWt8utt/nwb7fW8w/x+R1DY9+eST0W1TjDmFblNVVVV02xRjTv3Zpj/+8Y/RbVOMOfVnm9r/rY1hm3pj7t7rAwbKzPZw9+bsz58HRgAb3P0uMzsa+CzwLLCxr2XufmFvrzV79mxfuXJlQbenEHI5ezoU5xnUdeb33Dw7bXpOj5te82yfjynV37n6fPAN9u+8lPs8l9pzqRvyV/uMW2f0+Zi7r2nLqaZi/J3nUynXLiIiIl2ZWZW7z+7uvsGYgXGbmc00s6HAR8jMrJibvW8mUAtU5bgs79pHhCQ+yjZeyjZOyjVeyjZeyjZOyjVeyjZe5ZLtYJwD4xvAnYABvwGuBpab2feAU7JffwOuyWFZ3s2aNasQq5Ui0Fu2pTwbQLTfxkq5xkvZxkvZxkm5xkvZxqtcsi34DAx3/6u7H+HuM9z9X9w9DZwELAdOdfeXcl1WiPrKZaSqHCnbeCnbOCnXeCnbeCnbOCnXeCnbeJVLtoMxA2M37t4ILOnPsnwrl5GqcqRs46Vs46Rc46Vs46Vs46Rc46Vs41Uu2SYygFFMVq9ezcyZM5MuQwpA2cZL2cZJucZL2XYvhpOPKts4Kdd4Kdt4lUu2g3ESz6J22GGHJV2CFIiyjZeyjZNyjZeyjZeyjZNyjZeyjVe5ZFv2AxgvvPBC0iVIgSjbeCnbOCnXeCnbeCnbOCnXeCnbeJVLtmV/CMmkSZOSLkEKRNnGS9nGSbnGK7Zsn502vc/HTK95dhAqSV5s2UqGco2Xso1XuWRb9gMYmzdvZsyYMUmXEbcr9s7hMdvy/rLKNl7KNk7KNV7KNl7KNk7KNV7KNl7lkm3ZD2CUQ8jlStnGS9nGSbnGS9nGq9SyzeXEqVD8J08ttFLLVXKnbONVLtmW/TkwWltbky5BCkTZxkvZxkm5xkvZxkvZxkm5xkvZxqtcsi37GRjpdDrpEqRAlG28Ys+2GI+vn3HrjD4fc/cAXyP2XLvI5dC6qZMLX8cgKatsy0T7TIajxqX58+vd/z2s3GcxlDLts/FStvEql2zLfgBj1KhRSZcgBaJse5fLB1KAu69p6/Mxg/1h+jMPf4YNqQ29Pqb6U9WDVE0EiuTDdKH22cEYfJHe6f04Xq83W9IlSAFon42Xso1XuWRb9oeQvPHGG0mXIAWibOP11qFvTboEKQDts/FStvGaMsaTLkEKQPtsvJRtvMol27KfgTFx4sSkS5ACUbbxera1PC5PWG6C99lcZo5AVIdilCq9H8frL29oBkaMtM/GS9nGq1yyLfsZGC+99FLSJUiBKNt4/cMe/5B0CVIA2mfjpWzjNfeA8jjmutxon42Xso1XuWRb9jMwpk2blnQJUiDKNl4PNj2YdAm7y3U2wBXbCltHCdM+G6/usi3Gk9VKuN/Vlf3fwqKk9+N4Kdt4lUu2ZT+A8fTTT3P00UcnXYYUwGBlqxMEDr4Pj/owv9r5q6TLkDzT+3G8lG28zjkozZ3rhiZdhuSZ9tl4Kdt4lUu2ZT+AUQ4hlytlW6JymMnwK53TIEraZ+PR7cDuLhcGKsaB3ZyvzlTgOkqJBi/ipPfjeCnbeJVLtmU/76+qqirpEqRAlG28Pjrqo30+5tlp03P6kuKhfTZeueyzUprOPTiVdAlSAHo/jpeyjVe5ZFv2MzBmzZqVdAm5y+UYex1f36Gkss23XHqlhGcxLNm5JOkSpADKep+NXFHss5G/Lybl9hc0AyNGej+Ol7KNV7lkW/YDGKtWrSqb6TblRtnG64xRZ+gcGBHSPhsv7bPx+sRBKR1GEiG9H5e2KZfd2+N9nffZ2mvnD1ZJMgjKZb8t+wGMI488MukSpECUbbyW7lyadAlSANpnS0CuV9vZZSaD9tniUIgrv9y1ruyPRo5SPt+Pe/sw3VkxfpjOpfZirLs3xb7Pxvg7Hyzl8v+osh/AqKmp4Z3vfGfSZUgB5CVbTTkuSu+teC/LmpYlXYbkmd6P46V9Nl4fmJzmt3WagTEYBvODnd6P46V9Nl7lst+W/QDG1KlTky5BCkTZxutPzX9KugQpAO2z8dI+OwC5znpJ6BxYj71S3H/Nlf7R+3G8tM/Gq1z227IfwHj55Zc56KCDki5DchQy/VXZxmv68Ok80fJE0mVInmmfjZf22Xgdsa/z6CvW/Z15PPl4IQ5/kZ7p/TheXfZZXSAgb4rhUKly2W/LfgBj3333TboEKRBlG6+/p/6edAn9NuPWGX0+5u5BqKMYaZ+NVynvs6UiqfeW2oYeBi+kpOn9OECJDQJon41Xuey3JTGAYWY/A6YDv3P3q/O57p07dzJ27Nh8rlKKhLKN19ghY9mQ2pB0GZJn2mfjpX02XuP2cOpi/EBUYh9KO+Spbr0fxyvafVbKZr8t+gEMMzsDGOrux5rZj8zsEHdfm6/1Dxmi48BipWzj1eZtSZcgBaB9Nl7aZ+PVmk66AimERN6PS3XQqMREsc+Wcq8UsPZy+X9U0Q9gAJW8OevxIWAukLcBjOHDh+drVTIAuUx9hbDpr8o2Xk3elHQJUgDaZ+OlfTZejW0D+0tuIf79Lyaleu4OvR/Ha6D7bHdy6XMozl6PSbnst+buSdfQq+zhI99399Vm9j7gaHe/ttP9FwIXZm++A3gu8CX2AzbnpVgpNso2Xso2Tso1Xso2Xso2Tso1Xso2XjFl+zZ3H9/dHaUwA6MBGJn9eQzQZW6Mu98I3NjflZvZSnef3f/ypFgp23gp2zgp13gp23gp2zgp13gp23iVS7alcKBMFZnDRgBmArXJlSIiIiIiIiIiSSiFGRhLgeVmNhE4FZiTbDkiIiIiIiIiMtiKfgaGu9eTOZHnE8AJ7p7vU8r2+/ATKXrKNl7KNk7KNV7KNl7KNk7KNV7KNl5lkW3Rn8RTRERERERERKToZ2CIiIiIiIiIiJT1AIaZ/czMVpjZvyZdiwyMme1tZveZ2TIz+18zG2FmdWb2SPYrtwvNS9Exs2G7ZmlmV5rZU2b2g6Trk/4zs3/slOvT2fdk7bclzMwmmNny7M/Dzey32X9nF/a0TErDLtlOzu6jD5nZjZbxFjNb32n/7fbyd1J8dsm22xz1f+bSs0uuV3bKtMbMvqp9tjT18Jlnt/0z5n22bAcwzOwMYKi7HwtMNLNDkq5JBuSTwHfd/WTgFeAy4BfuXpn9qk62PBmAI+iUJbAHmSsT/QOw3sxOSrI46T93/3GnXJcDP0L7bckys7HArcDo7KLPAyuz/86eZmZ79rBMilw32S4G/tHdTwTeCswA3g18s9P++1oy1UqIbrLdLUf9n7n07Jqru3+907+31cDP0T5bqnb9zHMOu+yfse+zZTuAQebEoHdnf36INy/VKiXI3X/k7suyN8cDbcBHzOwxM7vDzErhijvSvTl0yhI4EbjHMyfweQA4LtHqZMDM7C3ABDL/mdJ+W7pSwNlAffZ2JW/+O7sCmN3DMil+XbJ1939x92ez940DNpN5r77IzB43s/9Kpkzph1332+5yrET/Zy41u+YKgJm9C9jg7hvQPluSuvnMcy6775+V3SyLRjkPYIwGNmR/rifzn2cpcWZ2DDAWWAbMc/e5wFbgA0nWJQPyFF2zHIn23dh8Dvgxu2et/baEuHv9LlcK6+7fWf3bW4K6yRYAMzsbeMbdXwbuA45192OAQ83siMGuU8J1k213OWq/LTE97bPAPwHXZ3/WPlvCOn3m+Ttl9m9tOQ9gNJD5IAQwhvL+XUTBzPYl86a8EPiLu2/M3lUDRDV1qszsmqX23YiY2RAyl8h+GO23seluX9X+GwkzezvwJeCS7KIV7r49+7P239LVXY7abyNgZvsA+7v7uuwi7bMlapfPPGX3b21UGxOoijen08wEapMrRQbKzEaQmSr1VXf/G3Cbmc00s6HAR4DViRYoA7FrlqPRvhuT44Ansz9rv41Ld//O6t/eCGSPr/8FsLDTX3nvN7MDzWwU8H7gr4kVKAPRXY7ab+PwIeB3nW5rny1B3XzmKbt/a8v5+OKlwHIzmwicSuY4MCldnwFmAf9iZv8CPAzcBhjwG3d/IMniZEC+AdxJNkvgajL77veAU7JfUrreDzya/blL1tpvS96twO/M7DjgnWQGqjZ0s0xKz2XAZOB6MwP4OnAlmX97W4Ab3P255MqTAdgtRzPbiP7PHIP3A//Z6bb22dK062eem4Hzdtk/nYj3WcucB688Zf+CcDLwqLu/knQ9IpIbMxsJzAdWufuLSdcjIt3L/udpLnB/+1/qu1smIsVN/2cWKV7d7Z8x77NlPYAhIiIiIiIiIqWhnM+BISIiIiIiIiIlQgMYIiIiIiIiIlL0NIAhIiIiIiIiIkVPAxgiIiIiBWZmc8xspZk9YmZTe3jMr83sMTO7ZJDLExERKQkawBAREZGcmdkIM/tU0nWUoArgB+5e6e4vdfcAd/8QcC6wz2AWJiIiUio0gCEiIlLCzOwWM3s6+9f9C/rx/CPN7MhOt68ws8penvJp4OGeXtfMDjCzy3J43UozmxJa70BkZz88nq35+sF8bRERERk4DWCIiIiUvouB9wNfN7MjAp97ZParT2Y2GtjP3et6el13f8Xdr81hdZXAlMBa8+Esd58NHG5m0xN4fREREeknDWCIiIhEwN1fB+4FjjezCWZ2n5mtMLOvQsdMjV+Z2R/N7AfZZdcAlwGXmdmDnVZ3spn9ITvD4oBOyz8D/Kyn182uc4qZ3dJ+v5ntb2YPZ8/t8JPsspvJzOS4zszuyC6bmJ0h8Qcz+2anmi83s+XZbRlpZvuZ2W+zMyluNbMh3W1vb8xsGJlDOlrMbEb2d/JHM7soe/8jZvb/Zdf3G8t4p5k9kf36uZmdbmaHZrftSTNbkGNU7b+j6uxMkNvM7Bkz+4dcny8iIlKuNIAhIiISj9fJnD/hq8D/uPuxwIfNbFz2/iXu/h5gqpnNcvevAtcC17r7ezut52B3nwfcCZwIYGb7AHu4+6u9vG53jgOq3X0u8ICZDXH384FbgEvc/ZPZx70F+FdgPvDBTs8f4+7HAU8DRwFfA+5w92OAZ4C39bK93fklsAH4X3dfB0wAFgOnkxlUabcju75hwIFkZppcD3wR2ObuvwH+Hbgyu41fMTPr5XV39TrwFSAFfBfQbBAREZE+DEu6ABEREcmbfYH1wHuAY8zs08BoYGL2/qrs97+QOXyjiu79PPt9EzAi+/Mi4L/7eN3u3AecaGbLgCfc/Zc9PK4N+DrQAOzZafmtu9QyDfhhdtl/ZL+/g9239/UeXucsMgMla7O3jcxAxGZgeC+vu47M4EkTcEn2vkPJDGA4MJTMIM6WHl53V7VkBi/av4cMfoiIiJQlzcAQERGJQHaGxKnAQ8BzwGXuXklmhsUb2Ye1H6ZwJPBC9udGYFR2He0fonfssu79gVZ33+3D+S6v251jgNvc/WQyAxkH9fC6lwLXkBko8U7P71ILUAO8K/vzjcBJvWxvT/4L+Ofsz5cDFwBfJjMIAYC77/q6HwZOzV5F5OnssueBT2df9wdASx+vKyIiIgOgAQwREZHSdz3wf8BX3L2GzIf4L5nZH4FTgPbDPk7LLqtx99XZZcuAM7LLj+th/bud+6KH1+3OOuDfzexxMrMZ/pZdfg+Zc288ARwE/Ba4AfgNsNPM3tLD+q4BFpjZH7K3H+hle7vl7s8BW7LnnfgV8Lvs9g03s4oenlYF/NHMlpnZT8xsTzLnD/lpdhumdjPoISIiInlk7t73o0RERKSkZU+seYW71/bjufu7+6a8F1VCsicgnQq0kjnk40J3fyXg+XPIzNJoAM5395e6ecyvgXFkzlVyXT7qFhERiYkGMERERERERESk6OkQEhEREREREREpehrAEBEREREREZGipwEMERERERERESl6GsAQERERERERkaKnAQwRERERERERKXoawBARERERERGRoqcBDBEREREREREpehrAEBEREREREZGipwEMERERERERESl6GsAQERGRgjCzx83sY51uf8vMfmRml5nZNjPbamZfzN73cTP7Q/bnPczsFTN7Zx/rP9nMXjKzOjP7XH9qGdgWioiIyGDSAIaIiIgUyoPA3E63jwM2AB8HjgKOBb5uZm8F7gbeamaHAWcBf3L3NT2t2MzGArcDZwOHA/9sZtMCa3kweItEREQkMRrAEBERkUJ5kMxAAWa2BzALWA583N1fzA5Q1AIT3T0F/BfwuezXv/ex7g8BT7n7n9y9HngAOCGwlof7uV0iIiKSgGFJFyAiIiLRWgEcYmZ7A0cANe7+aPudZjYReCvw1+yinwHPA3Xu/lgf6z4ceK7T7W8BqcBa3gjZGBEREUmWBjBERESkINy92cyeIHOoyFHsfsjGN4GfuPuO7ON3mtkLwNPtDzCzXwPv3uV5NwH7kDkcpf216np7vLt/rY9aREREpMhpAENEREQKqf3QjaOA77cvNLNTyZyT4shOy44EJgAfNbPL3b3e3T/U3UrN7MfAHp1unwE09vT43moRERGR0qBzYIiIiEghPQScCMwGHgXInrTzv4FPts++yPoy8B3g18DiPtb7AvD2Trc/AEwNrUVERERKh7l70jWIiIhIpMxsKPA6UO3ux2VPoPkEcKu7X9fpcVOBx8kMQkwmM1vi7e7e0sN6pwJVwDxgU/bn9/Vx5ZIuteRh80RERGQQ6RASERERKRh3T5nZH3jzvBankDls5EAzuyy77HNkriBys7s3As+ZWTWwgMxMje7W+5KZnQssAUYB3+xt8KKHWkRERKSEaAaGiIiIiIiIiBQ9nQNDRERERERERIqeBjBEREREREREpOhpAENEREREREREip4GMERERERERESk6GkAQ0RERERERESKXlSXUd1vv/18ypQpSZfRp1QqxdChQ5MuQwZAGcZBOZY+ZRgH5Vj6lGEclGPpU4ZxKPccq6qqNrv7+O7ui2oAY8qUKaxcuTLpMkRERERERESkH8zsbz3dp0NIElBVVZV0CTJAyjAOyrH0KcM4KMfSpwzjoBxLnzKMg3Lsmbl70jXkzezZs10zMERERERERERKk5lVufvs7u7TDIwEaESt9CnDOCjH0qcM46AcS58yjINyLH3KMA7KsWeagSEiIiIiIiKSB62traxfv56mpqakSyl6FRUVTJo0ieHDh3dZ3tsMjKhO4lkqqqurmTFjRtJlyAAowzgox9KnDOOgHEufMoyDcix9yjB569evZ88992TKlCmYWb/WsXPnTkaNGpXnyoqLu/P666+zfv16pk6dmvPzdAhJAg499NCkS5ABUoZxUI6lTxnGQTmWPmUYB+VY+pRh8pqamhg3bly/By8gMzMhdmbGuHHjgmeqaAZGAurq6jjkkEOSLkMGQBmGm3LZvTk9rvba+QWu5E3KsfQpwzgox9KnDOOgHEufMiwOAxm8AGhpaSmbQYxQmoGRgAkTJiRdggyQMoyDcix9yjAOyrH0KcM4KMfSpwzjsOs5IQqttrZ2UF9vIDSAkYCtW7cmXYIMkDKMg3IsfcowDsqx9CnDOCjH0qcM49DW1pa3dd1+++18+9vf7vH+xsZG5s+fT319fd5es5B0CEkCymE6UOyUYRyUY+lThnFQjqVPGcZBOZY+ZVh8cj2MOlehh1tXVFQwdOjQLstSqRRz5sxh5MiRbN26le3bt3P66ad33Ddv3jyuvvrqvNWcTxrAEBEREREREYnI0qVLmTdvXsftV199leeee47jjz+eoUOH8tRTT1FXV8eiRYu4//77WbZsGQsWLEiw4tzoEJIE6JrApU8ZxkE5lj5lGAflWPqUYRyUY+lThgKQTqf50pe+1GVGzpAhQ7joootobm4GYPPmzSxcuJAbbriB5uZmli5dCmRmYOTzEJZ80wBGAvbZZ5+kS5ABUoZxUI6lTxnGQTmWPmUYB+VY+pShADzwwAPMmzePkSNHdiwbP348Z555JjfeeCMA99xzD7W1tZx77rmcc845LF++nMrKSiorK7npppuSKr1PBRnAMLMJZrY8+/NbzGy9mT2S/RqfXf4zM1thZv/a6Xk5LSt1r776atIlyAApwzgox9KnDOOgHEufMoyDcix9ylAArr/+ehYuXLjb8s9//vNcf/31pFIpFi9ezAsvvMCKFStYsmQJ8+bN45FHHmH58uVceOGFCVSdm7yfA8PMxgK3AqOzi94NfNPdf9zpMWcAQ939WDP7kZkdAszIZZm7r813zYNt8uTJSZcgA6QM46AcS58yjINyLH3KMA7KsfQpQ2loaGDs2LG85z3v2e2+/fbbjyuuuIIf/vCH3HLLLYwaNQqAlpYWXnzxRebOnQvAzp07WbhwIRdffPGg1p6LQszASAFnA+3XYZkDXGRmj5vZf2WXVQJ3Z39+CJgbsKzkPf/880mXIAOkDOOgHEufMoyDcix9yjAOyrH0KUMZM2YMP//5zztut7W1MWTImx/7P/GJT/CFL3yBVatW8dhjj/HYY4+xZMkSKisrO26vWrWqKAcvoAADGO5e7+7bOi26DzjW3Y8BDjWzI8jMztiQvb8emBCwrAszu9DMVprZyo0bN7J582Y2btzIhg0b2LJlC+vWraOxsZE1a9aQTqdZtWoVAFVVVQCsWrWKdDrNmjVraGxsZN26dWzZsoUNGzbQvr7a2loaGhqoqamhra2N1atXd1lH+/fq6mqam5tZu3Yt9fX11NXVsWnTJjZt2kRdXR319fWsXbuWQw89lOrq6m7XsXr1atra2qipqaGhoYHa2tqS2Kbm5uay2qZ0Oh3dNhU6p8PHpjloT+eY/dOMr3BOmZRmxBDnrKkpAM47ODXo2zRp0iTlVOLb1NLSEt02xZhTX9u07777RrdNMebU2zal0+notinGnPrapoqKiui2KcacetumioqK6Lap1HJqaWkhnU7T1NREKpXiuStPYu1V72PtVe/juStPYt03T6Hmivfy4rdOZc3lJ1B77Xye+bfKLt/XXH4CL13zAZ79+oms++YpHet4/hsn09LSQltbG01NTaTTaRobG3F3duzYAdDl+4033sg3vvENjjnmGJqammhra6OlpYWWlhZaW1tpbm4mlUqxfft22tra2Llz527rgMyMjM7b1NzcTGtra5d1tNfT2zrcncbGxi7rSKVSu+XUG3P3Xh/QX2b2iLtXmtke7t6cXfYdYAVwPPALd38iezjJNDKDE30uc/dv9fSas2fP9pUrVxZke/KpqqqKWbNmJV2GDIAyDJfrNbBDr209EMqx9CnDOCjH0qcM46AcS58yTN6zzz7L9OnTB7SOHTt2MHr06L4fGIHufl9mVuXus7t7/GBcheR+MzvQzEYB7wf+ClTx5uEgM4HagGUlT28qpU8ZxkE5lj5lGAflWPqUYRyUY+lThnEol8GL/hiMAYwrgYeBJ4Ab3P05YClwnpl9F/gYcG/AspLXPr1ISpcyjINyLH3KMA7KsfQpwzgox9KnDOPQftiF7K5gh5D0+cKZq5WcDDzq7q+ELOtJqRxCIlKOivEQEhERERGRfMrHISTlpBgPIemWu29x97s7D0rkuqzUtZ/wRUqXMoyDcix9yjAOyrH0KcM4KMfSpwzj0H4izMFSW1s7qK83EIkNYJSzww47LOkSZICUYRyUY+lThnFQjqVPGcZBOZY+ZRiHkSNH5m1dt99+O/fe2/NM6MbGRubPn099fX3eXrOQhiVdQDl64YUXmDZtWtJlyAAowzgox9KnDOOgHEufMoyDcix9yrAIXbF38FOs1/VtC1pXXV0dQ4Z0nbeQSqWYM2cOI0eOZOvWrWzfvp3TTz+947558+Zx9dVXB1Y9ODSAkYBJkyYlXYIMkDKMg3IsfcowDsqx9CnDOCjH0qcMJZVK0dzczKhRozpu77nnngCk02l27txJRUUFTz31FHV1dSxatIj777+fZcuWsWDBgiRLz4kGMBKwefNmxowZk3QZMgBJZpjLyTB1IszcaF8sfcowDsqx9CnDOCjH0qcMpba2lk9+8pMMG5b5qP/SSy8xevRovv3tbwPQ3NzMT3/6UyZNmsTChQu58cYbaW5uZunSpSxYsIBUKoW7dzy/2BRnVZHTm0rpU4ZxUI6lTxnGQTmWPmUYB+VY+pShHHTQQTzxxBMdt9/73vcyefJkbr755i6P+8lPfkJtbS3nnnsu6XSadevWUVlZSSqV4rzzzuPCCy8c7NJzogGMBLS2tiZdggyQMoxDrjlq1kvx0r4YB+VY+pRhHJRj6VOG0tmaNWv4/9m79/i4ynLv/58rPdAzLaW0lFpay6EVSiktR0MJJwWpyEEEsaBUoG4UNw/uR4v6ICgK7p/bjRs8oXKQg4jgrgdkI6dqFXDTdlOzaQMlEGJDIbS0DWnOM9fvj5mEJs0kk0wma9Y93/frlddk1qxZ67rnO/ckuXOvtUaPHs3bb7/Niy++yMEHH9zx2LJly1i2bBkAmzZt4qqrruLBBx+MqtSsaQAjAslkMuoSJEfKMAzKMf6UYRiUY/wpwzAox/hThtKuubmZz372s9x8882MHDmSyy67jEceeYRRo0Zx++23c+utt3acJ6OlpYVXXnmF0tJSIHUZ16VLl/K5z30uyiZ0SwMYEWh/o0h8KcMwKMf4U4ZhUI7xpwzDoBzjTxkKQEVFBcuWLeOiiy5i3rx5AFxxxRWceuqp3HnnnSxdupSlS5d2rF9dXc3VV1+tGRjSvbfffpsJEyZEXYbkQBmGQTnGnzIMg3KMP2UYBuUYf8qwAPXxsqcATU1NjBgxol+7u/fee/nyl7/Mj370I04//fSO5eeffz4jRozg5JNPZtWqVey///4dj7W2ttLW1tav/Q02DWBEYOrUqVGXIDlShmFQjvGnDMOgHONPGYZBOcafMgzD8OHD+/3cj33sY3z4wx9m3Lhxuz32kY98hFNOOYXRo0d3Wj5r1ixWrFjR730OppKoCyhGr776atQlSI6UYRiUY/wpwzAox/hThmFQjvGnDMPQ3Nzc7+cOGzas28GLdl0HL+JGAxgRmD17dtQlSI6UYRiUY/wpwzAox/hThmFQjvGnDMPQ38NHikGvAxhmVmJm48xsqJmdaGZjB6OwkD3//PNRlyA5UoZhUI7xpwzDoBzjTxmGQTnGnzIMQ0NDQ9QlFKxsZmA8ABwD/DtwKfCfea2oCBxxxBFRlyA5UoZhUI7xpwzDoBzjTxmGQTnGnzIMQ9wP88inbAYw9nb3PwIHuvsngJG9PcHMJpvZqvT3081spZk9aWa3Wcp+ZrYpvXylmU1Kr/szM3vazL66y7Z2WxZ3a9asiboEyZEyDINyjD9lGAblGH/KMAzKMf6UYRh27tyZ8zauv/76jquLJBKJjuXdnV+jsbGx0zqFLJurkLxjZiuANWb2IeCdnlY2swnAXUD7sNEy4J/cfYOZPQLMBQ4AvunuP9zleecAQ9z9ODP7gZkdmF630zJ339jXRhaaBQsWRF2C5EgZhkE5xp8yDINyjD9lGAblGH/KMAy5zsD41a9+xc6dOxk2bBh33HEH9913H0OGDMHdmTBhAvfff3+n9b/xjW/w3ve+l0svvTSn/Q6GbAYwzgPe5+5rzWwecH4v6yfS6/wGwN2/sstjE4EtwBLgdDO7GHjW3f8PUEbqcBWAJ4FSYH43y2I/gLF27VpN74o5ZRgG5Rh/yjAMyjH+lGEYlGP8KcPCM/euuQO6vfJPlvf4eHV1NTfeeCOrVq0C4JJLLuGSSy7p8TlDhw5lzJgxA1ZjPvV6CIm7N7n72vT360jNiuhp/Tp339F1uZmdD7zg7q8DjwDHufuxwEFmdhipGRs16dXrgMkZlnXd7uVmttrMVm/evJktW7awefNmampq2LZtG5WVlTQ2NrJ+/XqSySRr164F3p1etXbtWpLJJOvXr6exsZHKykq2bdtGTU0N7durqqqivr6eiooK2traWLduXadttN+Wl5fT3NzMxo0bqauro7q6mtraWmpra6murqauro6NGzcyZ84cysvLu93GunXraGtro6Kigvr6eqqqqmLRpubm5qJqU0lJSaRtuuiARKfbs/dPMHqoc9LUJPuO8oLM6dAJSWaNdY7dJ8mkEc5p05IML3HOm9m5LYP53tt///2zalMJzuLpCcYPdxZNSTJ9jDN/YrJTm9SfomlTMpkMrk0h5tRbmyZNmhRcm0LMqac2lZSUBNemEHPqrU1jxowJrk0h5tRTm8aMGRNcm+KWU0tLC8lkkqamprwcltHS0kJbWxtNTU0kk0kaGxtx947DTv7+97/zve99j0svvZS//vWvNDY2dtTT1tZGS0sLLS0ttLa20tzcTCKRYMeOHdTV1XWcPLR9W+23DQ0NndrU3NxMa2trp22019PTNty943CV9m0kEondcuqJuXvPK5g95u6n7nJ/lbsf39sLa2Yr3b0s/f17gV8Cp7j7DjPbw92b04/9G/A0sAj4hbs/mz6cZDapAYtOy9z9W5n2uXDhQl+9enVvpUVu/fr1vO9974u6DMlBlBnOWP5wr+tU3XTGIFTSN9nUDYNbe7Y5xvU1Lwb6PA2Dcow/ZRgG5Rh/yjB6GzZsYM6cOR33B3sGBsBTTz3F//2//5cnnniCk08+mTFjxnQMVIwbN47S0lJuuummjvVPO+00pk2bxk9/+tMBrTUbXV8vADNb4+4Lu1s/4yEk6VkR84H90od6QGpGRFNfCkqfE+MXwNJdZmY8amYfB3YAHwRuS2+7FHgWmAe8CGzqZlnszZw5M+oSJEfKMAzKMf6UYRiUY/wpwzAox/hThvLWW29x2WWX8dGPfpQ999yT9n/wb9q0iauuuooHH3yw0/o7duxgx44dmBm1tbXss88+UZSdtZ4OIbFubrcCH+vjPpYD04Fb0lccOQG4HniK1MDEj9z9RWAFcJGZfTe9j4czLIu9119/PeoSJEfKMAzKMf6UYRiUY/wpwzAox/hThvLrX/+az3zmM1mv/x//8R8sWbKEZcuWsXz58jxWNjAyzsBIn+9inZkd7O4/7+uG2w8fcfcvAV/qZpXZXdavM7My4FTgX9tna3S3LO722muvqEuQHCnDMCjH+FOGYVCO8acMw6Ac408ZyrJly1i9evVuMy268/TTT/PII4+watUqhgwZwh133MH3vvc9/vmf/3kQKu2fXk/iCXzDzBYCmNmnzWx4vopx923u/oC7v9HTsrhrP7GJxJcyDINyjD9lGAblGH/KMAzKMf6UoQB0d57LricUvf/++7niiit48MEHGTJkCAB33303v/zlL7nooot48803B6XWvsrmMqq/BB4CVpM6qea9pC6tKv3UfqZuiS9lGAblGH/KMAzKMf6UYRiUY/wpw8KTzUk3u2ppaWH48P7PG2hubqa5ubnj/uuvv87ixYtZunQpABUVFaxYsYInnniCiRMndqw3btw4nnzySb75zW+yZcsWJk/e7SKgkctmAGOCu98F4O7fMrOn8lxT8IYNGxZ1CZIjZRiG0HMsxCu/DLTQMywWyjH+lGEYlGP8KcMwmFnvK/WgtLSU0tLSjvtTp07tuAwtwOzZs7n//vu7fe6IESP4xje+kdP+8ymbIbpNZvYlMzvRzL4I1Oa7qNDV19dHXYLkSBmGQTnGnzIMg3KMP2UYBuUYf8owDMlkMuoSClY2AxifAhqAj6ZvL+5xbenV3nvvHXUJkiNlGAblGH/KMAzKMf6UYRiUY/wpwzAMHZrNgRLFqdcBDHdvJnXJ098CTwCal5SjTZs2RV2C5EgZhkE5xp8yDINyjD9lGAblGH/KMAwtLS1Rl1Cweh3AMLNbgOuBG4H3Avflu6jQHXDAAVGXIDlShmFQjvGnDMOgHONPGYZBOcafMgzDiBEjoi6hYGVzCMlcdz8X2O7uDwN75rmm4L3wwgtRlyA5UoZhUI7xpwzDoBzjTxmGQTnGnzIMQ2NjY9Ql9Ki3GSJVVVV523c2B9e8ZWbXAhPM7JPAG3mrpkjMmzcv6hIkR8owDMox/pRhGJRj/CnDMCjH+FOGhWfD7DkDur05FRuyXvfTn/40X/nKV7jrrrt4//vfzwc+8IFOjx9yyCG88MILNDU18Z3vfAeAIUOGcM011/S43c9//vNcfPHFHHfccbs91tjYyBlnnMEzzzzDuHHjsq41W9nMwLgY2AE8A4wHLhnwKorMmjVroi5BcqQMw6Ac408ZhkE5xp8yDINyjD9lKI899hiLFi2irKyM3/3ud5SUlDBs2DC++MUvUlZWxqJFi6ipqSGZTDJ27FgSiQQtLS388Y9/5LTTTuO++949Y0R9fT3HHnssp5xyCmVlZXzrW98CUicZHTt2bMd6iUSCI488kkWLFnH00UfzzjvvcOaZZ1JWVsbxxx/PV7/61QFrX68zMNy9EfjegO1RWLBgQdQlFL0Zyx/Oar2qm87odrkyDINyjD9lGAblGH/KMAzKMf6UoZx00kmcdNJJDBkyhAsuuKBj+c0330xZWRmtra3813/9FzfeeCN///vfOeWUU/jOd77DhAkTWLhwIaNHj+54zpgxY3jmmWc67r/yyit8/OMf5/nnn6empobm5mYuvfRSzjnnHJ577jmqq6u59NJLefTRR3nssce4+OKBv4BpxgEMM/uiu/+rmd0B+C4PNQP3uvtfBryaIrFmzZpOHy65/jEtg69rhhJPyjH+lGEYlGP8KcMwKMf4U4YyZMgQ2traelznwx/+MGPGjOGyyy7jiSeeoKmpqdtLt9500008+eSTtLW1MWTIEMaNG8dDDz3EpZdeyrXXXsvDDz+MmQGwZcsWli5dym233UZzczMrVqzg4osvJpFI4O4DdmnYnrZyV/r2ui7LRwE/AUoHpIIipA+V+FOGYVCO8acMw6Ac408ZhkE5xp8yFIATTzyRPfbYg//93//tWPaFL3yBCRMmMH36dG6//Xbuv/9+2traOPPMM7n99tsZOXLkbttZvnw5H//4x7nqqqt44IEHGDJkCJAarJg0aRLvvPNOx5VvHnroIaqqqliyZAnJZJLKykrKyspIJBJcdNFFXH755QPStoznwHD3N9O3r3X52gAMGZC9F6ny8vKoS5AcKcMwKMf4U4ZhUI7xpwzDoBzjTxkKwKpVq3j88ccpKyvrWPZv//ZvPP7449x+++288cYbvPTSS0yZMoVzzz2X8vJyJk6c2O227r77bq644gp+9rOfcffddwOwc+dORo4cyTvvvNNxyMmyZct4+eWXefrpp3nwwQc54YQTWLlyJatWrRqwwQvI7iok3Vk0YBUUoYMOOijqEiRHyjAMyjH+lGEYlGP8KcMwKMf4U4by05/+lDvvvJOhQ4eyfv36juVXXXUV48ePp7W1ldNOO42rrrqKG2+8kUsuuYSf//znHHroobttq7Kykvvuu499992XF198kd/97nfMnz+/42o377zzDmPGjOH222/n1ltvZdSoUUDqMquvvPIKpaWpgzYaGhpYunQpn/vc53JuX68DGJY6qOXDwCygCviNu7f28pzJwIPufryZDQP+E9gL+Km7357Lsv42tJBUV1dz4IEHRl2G5EAZhkE5Fq5szg1UddMZyjAQyjH+lGEYlGP8KcPC05fLnrZrampixIgR/drfpZdeyqWXXgrABRdcgHvqdJbtJ/EEcHfMjBtuuIFkMsmdd97ZcfURd+e1117j2WefZf78+Xz0ox9lypQpnHjiiSxatIgrr7yS229P/Vn+xhtvMG7cOJYuXcrSpUs7aqiurubqq6/mwQcf7FcbepLNZVTvBT4E7AROBu7vaWUzm0Dq/Bntpy+9Eljt7scBi81sbI7LYm/y5MlRlyA5UoZhUI7xpwzDoBzjTxmGQTnGnzIMw7BhwwZkO4lEgubmZtra2jqd2LP9xJs7d+7kN7/5De9///uZMmUKAJMmTeKcc85h+/btHHTQQXz961/njDPO4L3vfS8vvvgiS5cuZfr06Zx44omMGjWKGTNm7Lbf1tbWXk8k2l/ZHEIy1d0vbL9jZit7WT8BnA/8Jn2/DFie/v5pYGGOy57KouaCtn37dsaNGxd1GZIDZRgG5Rh/yjAMyjH+lGEYlGP8KcMwtF/1I1e/+tWvALjuuuu6fbz9EJOzzjqrY9nvf//7jNv74he/SElJag7EU09l/rN81qxZrFixom/FZinjDAwzW2Rmi4AdZvZVMzvVzJaTmomRkbvXufuOXRaNBmrS39cBk3Nc1rXOy81stZmt3rx5M1u2bGHz5s3U1NSwbds2KisraWxsZP369SSTSdauXQukLjEEsHbtWpLJJOvXr6exsZHKykq2bdtGTU0N7durqqqivr6eiooK2traWLduXadttN+Wl5fT3NzMxo0bqauro7q6mtraWmpra6murqauro6NGzcyZMiQjhPstD/3ogMSAJw3M8HwEue0aUkmjXCO3SfJrLHOoROSBd2m5ubm3drUfrtu3Tra2tqoqKigvr6eqqqqyHMaPdQ5aWqSfUc5R05KcvCeqa8jJ6WWnTQ1yeihnrFNr7/+eqRtan+/tN+evX+iU5sKMadDJ6Tey8fuk3pvnzYtyfAS57yZndsymO+91tbWrNpUgrN4eoLxw51FU5JMH+PMn5js1KZC7E+LpycowblwVuq1XZJ+jS+clejUpkL8jGj/3Js/MfV6L5qSZPxw361N//jHP/LyGRHi514ht6m+vj64NoWYU09tev3114NrU4g59damrVu3BtemEHPqqU1bt24Nrk1xy6mlpYVkMklTU1PHDIjW1lZaW1tpbm4mkUjQ1NREMpmkoaEBSM2E2PW2tbUVd6exsbHTNlpaWmhpaaGtra1jG42Njbj7btvYuXNnxzba62lra+vYRtd63D1jPQ0NDSSTSVpaWvrdpoaGhm7blEgkdsupJ9Z+TMxuD5h9rcsiBwzA3a/vcaup56909zIz+w2wzN3fMLOrgTdIzdDo1zJ3vy/TPhcuXOirV6/urbTI1dbWss8++3Tcz+ZYb0gd7y0DI9fXvGuGgynbcwMUmkJ8n2ebo17zwZftax5lX5SBoxzjTxmGQTnGnzKM3oYNG5g9e3bHYRr90draOmCHkRQyd6eiooI5c+Z0Wm5ma9x9YXfP6ekyqtenByq+RWowYS9SsyG+2ce61gCl6e/nkToRaC7LYq+pqSnqEiRHyjAMyjH+lGEYlGP8KcMwKMf4U4bRGzFiBFu3biXTRIFsJJPJAayoMLk7W7du7fPJSrM5B8btwEvAI8AxwB3ARX3Yx13AH8zseOB9wN9IDYT0d1nsjR8/PuoSJEfKMAzKMf6UYRiUY/wpwzAox/hThtGbNm0amzZt4q233ur3NpLJZMe5JkI2YsQIpk2b1qfnZDOA8R53bx+weNTM/pTNht29LH37mpmdSmomxbXungByWRZ7b775pk6uE3PKMAzKMf6UYRiUY/wpwzAox/hThtEbNmwYM2fOzGkbGzdu1OVwM8hmAON1M7uG1OyHY3j3pJpZc/fXgQcGalncTZ8+PeoSJEfKMAzKMf6UYRiUY/wpwzAox/hThmFQjpllMy/lU6SuAHIusD19X3Lw0ksvRV2C5EgZhkE5xp8yDINyjD9lGAblGH/KMAzKMbNeZ2C4ewvw/UGopWjMnTs36hIkR8owDMox/pRhGJRj/CnDMCjH+FOGYVCOmYV/ZpAC1H6NYIkvZRgG5Rh/yjAMyjH+lGEYlGP8KcMwKMfMNIARgQULFkRdguRIGYZBOcafMgyDcow/ZRgG5Rh/yjAMyjEzDWBEQCNq8acMw6Ac408ZhkE5xp8yDINyjD9lGAblmJkGMCKgEbX4U4ZhUI7xpwzDoBzjTxmGQTnGnzIMg3LMLOMAhpl9JH07cfDKKQ7r1q2LugTJkTIMg3KMP2UYBuUYf8owDMox/pRhGJRjZj3NwPjn9O2vBqOQYnLIIYdEXYLkSBmGQTnGnzIMg3KMP2UYBuUYf8owDMoxs54GMNzMvg7MNLNrd/0arOJC9fLLL0ddguRIGYZBOcafMgyDcow/ZRgG5Rh/yjAMyjGzoT08djYwD/gw8KfBKac4TJs2LeoSJEfKMAzKMf6UYRiUY/wpwzAox/hThmFQjpllnIHh7nXuvgq4w93/tOvXINYXpC1btkRdguRIGYZBOcafMgyDcow/ZRgG5Rh/yjAMyjGznmZgtPuhmV0OzAFeAO5097b8lhW2MWPGRF2C5EgZhkE5xp8yDINyjD9lGAblGH/KMAzKMbNsLqN6OzAF+C9gP+COvFZUBFpbW6MuQXKkDMOgHONPGYZBOcafMgyDcow/ZRgG5ZhZNjMw3uPuF6W/f9TMVuaxnqKQTCajLkFypAzDoBzjTxmGQTnGnzIMg3KMP2UYBuWYWTYDGK+b2TXA34BjgNf7uhMz+yfg/PTd8cAa4FTglfSyK9293MyuBz4E/M3dP5d+7m7L4m7UqFFRlyA5UoZhUI7xpwzDoBzjTxmGQTnGnzIMg3LMLJsBjE8BlwHnkjoHxqf6uhN3/yHwQwAzuwW4E9ji7l9qX8fMFgKlwFHAl8zsFGB712Xu/nhf919o3n77bSZMmBB1GZIDZRgG5Rh/hZjhjOUP97pO1U1nDEIl8VGIOUrfKMMwKMf4U4ZhUI6Z9XoODHdvcffvu/tn3f0H7t7S352Z2X7AZOBo4Gwz+4uZ3WtmQ4FFwEPu7sDjwPEZlnXd5uVmttrMVm/evJktW7awefNmampq2LZtG5WVlTQ2NrJ+/XqSySRr164FYM2aNQCsXbuWZDLJ+vXraWxspLKykm3btlFTU0P79qqqqqivr6eiooK2tjbWrVvXaRvtt+Xl5TQ3N7Nx40bq6uqorq6mtraW2tpaqqurqaurY+PGjey9996Ul5d3eu5FByQAOG9mguElzmnTkkwa4Ry7T5JZY51DJyQLuk3Nzc27tan9dt26dbS1tVFRUUF9fT1VVVWR5zR6qHPS1CT7jnKOnJTk4D1TX0dOSi07aWqS0UM9Y5u2b98eaZva3y/tt2fvn+jUpkLM6dAJqffysfuk3tunTUsyvMQ5b2bntgzme2/06NFZtakEZ/H0BOOHO4umJJk+xpk/MdmpTYXYnxZPT1CCc+Gs1Gu7JP0aXzgr0alNhfgZ0f65N39i6vVeNCXJ+OG+W5u2bt2al8+IXNvU02f5/IlJfZZ3aVNJSUlwbQoxp57atH379uDaFGJOvbWpubk5uDaFmFNPbWrPMaQ2hZhTb22K+m+NqHPqiaXGBgaHmX0LeAyoBza5+2Yz+z7wKDAP+Lu7/8bMDgKuBmq6LnP3z2Ta/sKFC3316tX5b0iO1q9fz/ve976O+9n8tw70H7uBlOtr3jXDwRTX/+4W4vs82xz1mg++bF/zKPtiJnF9v0SpEHOUvlGGYVCO8acMw1DsOZrZGndf2N1j2VyFZKCKKAFOdPenSA1KbE4/VAEcSGpQY2R62Zh0bd0ti73Zs2dHXYLkSBmGQTnGnzIMg3KMP2UYBuUYf8owDMoxs8EcEDie1IlAAe42s3lmNgQ4G1hH6sSepenH5wFVGZbF3vPPPx91CZIjZRgG5Rh/yjAMyjH+lGEYlGP8KcMwKMfMsjmJ50D5IPDn9PdfB+4DDPituz+enqFxo5l9Dzgt/fVaN8ti74gjjoi6BMmRMgyDcow/ZRgG5Rh/yjAMyjH+lGEYlGNmgzYDw92/7O6/Tn//v+5+mLvPdfevpJclgVOAVcDp7v5qd8sGq958aj+RicSXMgyDcow/ZRgG5Rh/yjAMyjH+lGEYlGNmvc7AMLNH3P30wSjG3RuBB3tbFncLFiyIugTJkTIMg3KMP2UYBuUYf8owDMox/pRhGJRjZtnMwCg3s4/kvZIi0n6JG4kvZRgG5Rh/yjAMyjH+lGEYlGP8KcMwKMfMsjkHxpHAlWZWDuwE3N1Pym9ZYTv88MOjLkFypAzDoBzjTxmGQTnGnzIMg3KMP2UYBuWYWa8DGO5+4mAUUkwqKiqCua7vjOUP97pO1U1nDEIlgyukDIuZcow/ZRgG5Rh/yjAMyjH+lGEYlGNmWV2FxMwOBfYDqoF/uHt9XqsK3MyZM6MuQXKkDMOgHONPGYZBOcafMgyDcow/ZRgG5ZhZr+fAMLNbgOuBG4H3krr8qeTg9ddfj7oEyZEyDINyjD9lGAblGH/KMAzKMf6UYRiUY2bZnMRzrrufC2x394eBPfNcU/D22muvqEuQHCnDMCjH+FOGYVCO8acMw6Ac408ZhkE5ZpbNAMZbZnYtMMHMPgm8keeagtfQ0BB1CZIjZRgG5Rh/yjAMyjH+lGEYlGP8KcMwKMfMshnAuBjYATxDavbFJXmtqAiUlGTzskshU4ZhUI7xpwzDoBzjTxmGQTnGnzIMg3LMLJurkDSa2VOkTuBZ5e4aDsrRsGHDoi5BcqQMw6Ac408ZhkE5xp8yDINyjD9lGAblmFmvAxhm9m/A+4D/AT5tZq+4++fzXlnA6uvr2XvvvaMuQ3JQTBlumD2n13XmVGwYhEr6Jpu6tx91FHv//K5BqEbypZj6YsiUY/wpwzAox/hThmFQjpllcxnVo929tP2Omf0lj/UUBb0Z408ZhmFUZWXUJUiO1BfDoBzjTxmGQTnGnzIMg3LMLOPBNWY23cymA5vMbImZHWhmF6CTeOZs06ZNUZcgOVKGYXhn/uFRlyA5Ul8Mg3KMP2UYBuUYf8owDMoxs55mYFyfvm0ETkp/AdTltaIicMABB0RdguRIGYZhwp9XRV2C5Eh9MQzKMf6UYRiUY/wpwzAox8wyzsBw90vc/RLg+fQiS3/1iZkNNbNqM1uZ/pprZteb2XNmdusu62W1LAQvvPBC1CVIjpRhGN760IeiLkFypL4YBuUYf8owDMox/pRhGJRjZtlcn+UC4BvA19Jf1/VxH4cBv3D3MncvA/YASoGjSB2ecoqZLcxmWR/3W7DmzZsXdQmSI2UYhskrVkRdguRIfTEMyjH+lGEYlGP8KcMwKMfMshnAeBN4HLgTuCt92xfHAGeb2V/M7F5Sh6I85O6e3u7xwKIslwVhzZo1UZcgOVKGYdh8/vlRlyA5Ul8Mg3KMP2UYBuUYf8owDMoxs2wGMIYBc939JHc/0d1P6vUZnT0HnJC+ksl2YCRQk36sDpgMjM5y2W7M7HIzW21mqzdv3syWLVvYvHkzNTU1bNu2jcrKShobG1m/fj3JZJK1a9cC774p1q5dSzKZZP369TQ2NlJZWcm2bduoqamhfXtVVVXU19dTUVFBW1sb69at67SN9tvy8nKam5vZuHEjdXV1VFdXU1tbS21tLdXV1dTV1bFx40YOPfRQysvLOz33ogMSAJw3M8HwEue0aUkmjXCO3SfJrLHOoROSBdmmfUc5J01NMnqoc/b+iU5tab9dt24dbW1tVFRUUF9fT1VVVeQ5jR6aqnvfUc6Rk5IcvGfq68hJyU5t6ppT++3QoUMjbVPX1/js/ROd2pTpvdfc3JyxTZlyqp8zh3cOO4zGadPYdtxxtO65J2+d9kG8pIQ3zjsv6zYdOiH1Xj52n9R7+7RpSYaXOOfN7NyWvvanntr05llnkRw+nK2nnEzLxIlsP+ooGmbO7GjT+L/+NaucSnAWT08wfrizaEqS6WOc+ROTndo0kJ8R/cmpu/fe4ukJSnAunJV6bZekX+MLZyU6tWkwPvf62qb2z735E1Ov96IpScYP993a1C6Kz/Ke2tTTZ/n8icmC+ywf6PdeX9s0ZcqU4NoUYk49tWno0KHBtSnEnHpr07hx44JrU4g59dSmcePGBdemEHPqrU1R/60RdU49sdQEhx5WMFtNatDhzfZlfRnEMLM93L05/f2VwHCgxt3vN7MjgM8AG4DNvS1z98t72tfChQt99erV2ZYWmTVr1rBgwYKO+zOWP5zV86puOiNfJfVbNrXHtW7IXHvXDHuzYfacrNabU7Gh13UG+zXPpvaBqhsGrvZs6t58/vmcdP11va5XrO/zKGX7mve1Lw6GuL5folSIOUrfKMMwKMf4U4ZhKPYczWyNuy/s7rFsZmDcAvwrqcNH2r/64m4zm2dmQ4CzSc2sKE0/Ng+oAtZkuSwIxfxmDIUyDMO+v/xl1CVIjtQXw6Ac408ZhkE5xp8yDINyzCybAYx2I0kNQPT1XBRfB+4mdTWTZ4AbgPlm9j1gOfAL4C9ZLgtC+7QaiS9lGIbaxYujLkFypL4YBuUYf8owDMox/pRhGJRjZkN7W8Hdd51x8SMz+0FfduDu/0vqSiQd0lcUOQP4nru/2pdlITjooIOiLkFypAzDsNdTT0VdguRIfTEMyjH+lGEYlGP8KcMwKMfMeh3AMLNFu9wdBxyS607dvRF4sD/LQlBdXc2BBx4YdRmSA2UYhrqFmp4Xd+qLAyfKc3cox/hThmFQjvGnDMOgHDPrdQADOBFoP9NnC/BP+SunOEye3O0FVSRGlGEYRr/4YtQlSI7UF8OgHONPGYZBOcafMgyDcsws4zkwzOxaM7u2/W76djjw0bxXFbjt27dHXYLkSBmGoWnqflGXIDlSXwyDcow/ZRgG5Rh/yjAMyjGznmZg2C7fO6mZGCcAK0mdmFP6acSIEVGXIDlShmEY+s47UZfQrYG6dG0xUF8Mg3KMP2UYBuUYf8owDMoxs4wDGO5+vZkNB5YAy4AK4Ah3f36QahMRERERERERAXo+hORbwD+ATwDfBn4MjDKz4waptmA1NTVFXYLkSBmGoW3s2KhLkBypL4ZBOcafMgyDcow/ZRgG5ZhZT4eQ7Av8If39h3dZ7sDTeauoCIwfPz7qEiRHyjAMI16viboEyZH6YhiUY/wpwzAox/hThmFQjpn1dAjJJYNZSDF58803GTduXNRlSA6UYRh2Hnxw1CVIjtQXw6Ac408ZhkE5xp8yDINyzCyby6jKAJs+fXrUJUiOlGEeXbdnFuvsGJBdjVu9ZkC2I9FRXwyDcow/ZRgG5Rh/yjAMyjGzjOfAkPx56aWXoi5BcqQMw/D2iSdGXYLkSH0xDMox/pRhGJRj/CnDMCjHzDSAEYG5c+dGXYLkSBmGYZ/f/z7qEiRH6othUI7xpwzDoBzjTxmGQTlmpgGMCKxZo2nr/bVh9pxevwaDMgzD5vPPj7oEyZH6YhiUY/wpwzAox/hThmFQjpnpHBgRWLBgQdQlSI6UYRj2/eUv4frroi4jGNkOIM6p2DBg+1RfDINyjD9lGAblGH/KMAzKMTMNYERgzZo1elPGXMFnOIgnwoyzzeefz4DN2cnmNYfCfN1j/H4p+L4oWVGO8acMw6Ac408ZhkE5ZqYBjAjozRh/yjAMmoERf+qLYcg1xxnLH+51naqbzshpH9Iz9cUwKMf4U4ZhUI6Z5f0cGGa2p5k9YmaPmdl/mtlwM6s2s5Xpr7np9a43s+fM7NZdnrvbshCsW7cu6hIkR8owDG+edVbUJUiO1BfDoBzjTxmGQTnGnzIMg3LMbDBO4vkJ4LvufirwBrAc+IW7l6W/ys1sIVAKHAVsMrNTuls2CLUOikMOOSTqEiRHyjAMk/7wh6hLkBypL4ZBOcafMgyDcow/ZRgG5ZhZ3gcw3P0H7v5Y+u4koA0428z+Ymb3mtlQYBHwkLs78DhwfIZlQXj55ZejLkFypAzDsG1RMB8rRUt9MQzKMf6UYRiUY/wpwzAox8wG7TKqZnYsMAF4DDjB3UuB7cCHgNFATXrVOmByhmXdbfdyM1ttZqs3b97Mli1b2Lx5MzU1NWzbto3KykoaGxtZv349yWSStWvXAu9emmbt2rUkk0nWr19PY2MjlZWVbNu2jZqaGtq3V1VVRX19PRUVFbS1tXVM6WnfRvtteXk5zc3NbNy4kbq6Oqqrq6mtraW2tpbq6mrq6urYuHEj++yzD+Xl5Z2ee9EBCQDOm5lgeIlz2rQkk0Y4x+6TZNZY59AJyYJs076jnJOmJhk91Dl7/0SntrTfrlu3jra2NioqKqivr6eqqqrfOb112gdp3XNPth13HI3TpvHOYYdRP2cODTNnsv2oo2iZODGrNo0emqp731HOkZOSHLxn6uvISclObeqaU/ttfX19n9rkJSW8cd55AGw+/2MAvHHeeXhJSac2ZZtT19f47P0TndpUvVcptWMPpXbsoVTvVUrdiGls3OdDNA8dS/l+F3bbpkw51c+ZwzuHHUbjtGlsO+44Wvfck7dO+2CnNmXz3jt0Quq9fOw+qff2adOSDC9xzpvZuS1r9l+Wymm/C2keOpaN+3yIuhHTOrdpl/7U3NycMac3zzqL5PDhbD3lZFomTmT7UUfRMHNmR5uGb34jq/deCc7i6QnGD3cWTUkyfYwzf2KyU5vq95hMxZSzaCvZg3XTPtmpLZ3alMVnRNvo0dQuXpx+v5zf6ba9Tdm89xZPT1CCc+Gs1Gu7JP0aXzgr0alNlZNOZduo91Iz/mg2j5vPltEHUzWxrHObsviMaJ4ymR1HHMHOAw9k54EHsuOII2ieMpm3T1jUqU3ZvPfaP/fmT0y93oumJBk/3Hdr044dO3p972Xzubdh9hye/Np1bJg9hz/9y/+lfMFC/rpsGc+XlfHshZ9g9YfP3C2nnt57PX2Wz5+YLLjP8rq6ul4/y8+bmRiwz/KubRo2bFhOberts7y9Tdl+7hX67xE9vfeialN9fX1wbQoxp97alEgkgmtTiDn11KZEIhFcm0LMqbc29fVvjTi0qS859cRSExzyy8z2Av4InAu84e7N6eVXAsOBJLDZ3e83syOAzwAbui5z98t72s/ChQt99erV+WzKgKiqqmLGjBkd97M5+RgU5gnIBvvEadlcpjGbSzTm+pp3zbA3A3l5yaxe8xEX9r6zLK8qMeiv+QDVnk3d2486imN/flev6w3Yaw4DVntcX3MYwPf5TWf0uS9mMlCvOcT3hJJR1p1rjnF9zUMyUH1RoqUc408ZhqHYczSzNe6+sLvHBuMknsOBB4Br3P014G4zm2dmQ4CzgXXAGlLnuwCYB1RlWBaEMWPGRF2C5EgZhmH4W29FXYLkSH0xDMox/pRhGJRj/CnDMCjHzAbjMqqfBhYAXzGzrwBPAXcDBvzW3R83sxLgRjP7HnBa+uu1bpYFobW1NeoSJFvX7dnt4tZx86Huf9LrZDeTodDMvWtuVus9kOc6+iOb2rOpOzliRO7FSHSu27NzX8y4Xjz7aDHRz8X4U4ZhUI7xpwzDoBwzy/sAhrv/EPhhl8XXd1knmb7KyBnA99z9VYDuloUgmUxGXYLkKFkyPOoSZAD4sGFRlyA5Ul8Mg34uxp8yDINyjD9lGAblmNlgzMDIirs3Ag/2tiwEo0aNiroEydGolncPPRio2QAy+Ia+/XbUJUiOdu2LEl/6uRh/yjAMyjH+lGEYlGNmBTOAUUzefvttJkyYENn+B/JkdcXq7dGzmNDwStRlSI6apk+PugTJUWz7YobD0zqvUzyHvkT9c1FypwzDoBzjTxmGQTlmpgGMCEydOjXqEiRHU7eviboEGQBjXnhh0PepGTsDq9j74kBe+SVKxfpzMaSrpxRrhqFRjvGnDMOgHDPL+1VIZHevvhrM6TyK1qt7nxx1CTIAth97TNQlSI7UF8Ogn4vxpwzDoBzjTxmGQTlmpgGMCMyePTvqEiRHszc/FHUJMgD2/uNjUZcgOVJfDIN+LsafMgyDcow/ZRgG5ZiZDiGJwPPPP88RRxzR9yfqmOmC8fz0T3NE9U+iLkNy9Oa55/K+qIuQnKgvhqHfPxclMl0Pf7lwVoL7Kod0WhaXw1/kXeqL8acMw6AcM9MARgSK7s0Y4MCL/mAKw5Rf/Qq+8fWoy5AcqC+Goeh+Lgao6+CFxJP6YvwpwzAox8x0CEkE1qwp7pPOhWDN/suiLkEGwObzPxZ1CZIj9cVBdt2e2X31kX4uxt+SAxJRlyADQH0x/pRhGJRjZpqBEYEFCxZEXULByebKDFA4V2dY8NqPoy5BBsC+v3wArr8+6jJioVCvnqK+GAb9XIy/e17WDIwQqC/GnzIMg3LMTDMwIrB27dqoS5AcrZ1+WdQlyAB447zzoi5BcqS+GAb9XIy/C2dpBkYI1BfjTxmGQTlmphkYETj88MOjLkFydHj1z6IuQQbA5Ice0jkwYk59MQyD8nMxwPMxFZL7K+PxP7GuJx/NpFhPQKrfUeNPGYZBOWYWj582gamoqIi6BMlRxb7nRl2CDIAtHzg16hIkR+qL8bVh9pyOr79cfXWn++1fEh8fmp6MugQZAPodNf6UYRiUY2aagRGBmTNn5m3bhXqcemhmbnki6hJkAIx/5tmoS5AcqS+GQX2xB9meFDXi2SN/eUP/EwtBPn9HlcGhDMOgHDPTAEYEXn/9dWbNmhV1GZKD18cvYNZbj0VdhuSo/pBDoi5BcpRNX9TAbuGrP+QQJjz9dNRlSA4O28v58xvWeaEO2xlQ2Rz+kuuhL/odNf6UYRiUY2YawIjAXnvtFXUJkqO9dlZGXYIMgBHV1VGXIDlSXwyD+mL8VdVb7yvFSZEOvuTjd1Sdd2Rw6e+MMCjHzGIxgGFmPwPmAH9w9xuiridXDQ0NTJgwIeoyJAcNwycxoeGVqMuQHLXph0PshdwXi2nmSNtee8GmTVGXkbVszs8xp2LDIFRSOCbu4VSHNogRRzkOvET6O2pcB40KrG79nREG5ZhZwQ9gmNk5wBB3P87MfmBmB7r7xqjrykVJiY4TjbuSZEvUJcgAsNbWqEuQHKkvhkF9cXDkc+ClVefwDIJ+R+0sq8N2RgxCIX1QFBkW2KBRn2RZe1Hk2E8FP4ABlPHuP5meBEqBWA9gDBs2LOoSJEfDEg1RlyADoKSpKeoSJEfqi2FQX4y/xrb8zr7QrJfBod9R42/YsGHZH7Yz4sLeVxrkgYA4Dhrlg/piZubuUdfQo/ThI//h7uvM7APAEe5+0y6PXw5cnr57MPBiBGX21d7AlqiLkJwowzAox/hThmFQjvGnDMOgHONPGYah2HPc390ndfdAHGZg1AMj09+PATrNp3H324DbBruoXJjZandfGHUd0n/KMAzKMf6UYRiUY/wpwzAox/hThmFQjpnF4eCaNaQOGwGYB1RFV4qIiIiIiIiIRCEOMzBWAKvMbCpwOnBMtOWIiIiIiIiIyGAr+BkY7l5H6kSezwInunuBnlK2T2J1yIt0SxmGQTnGnzIMg3KMP2UYBuUYf8owDMoxg4I/iaeIiIiIiIiISMHPwBARERERERERicM5MEQiZWZ7AveT6i/1wPnAy8Ar6VWudPfyiMoTKRpm9k+k+h/AeFIneT4V9UWRQWNmk4EH3f14M5sO/BxIkvq5uAyYCvwtfR/gPHd/K5JiRQLWpS9eD5yQfmgKcBepvqm+KMHRISSDyMx+BswB/uDuN0Rdj2THzK4ANrr7Y2b2Q2AzMNrdvxRxadIHZjaU1B+6HX/sAh8FPgT8zd0/F1Vt0ndmdgtwJ/Ax9cX46PIL9zDgP4G9gJ+6++3dLYuwXOnCzCYAvwD2cfcjzOybwD3uvsHMHgG+BBwATHb3H0ZZq/SsS1/cj27+0NXvrYWra1/s8tivgKuAo1FfLFgZ/kH6Q7r0OfXD3ekQkkFiZucAQ9z9OGCqmR0YdU2SHXf/gbs/lr47CWgDzjazv5jZvek/jKXwHQb8wt3L3L0M2IPUJZqPAjaZ2SlRFifZS/+yPZnUL2fqizGR/oX7LmB0etGVwOr0z8XFZjY2wzIpHAlSv2TXAbj7V9x9Q/qxicAWUleLu8LMnjGzf4+mTOlJN33xaOCb7T8f04MX+r21sHXqi+3M7Eigxt1rUF8sdJ8AvuvupwJvABfQpc+pH3ZPAxiDpwx4IP39k6T+cJIYMbNjgQnAY8AJ7l4KbCf1H3wpfMewyx+7wEnAQ56ahvY4cHyk1UlffJbUfymeQ30xTrr+wl3Guz8XnwYWZlgmBcLd67q7GpyZnQ+84O6vA48Ax7n7scBBZnbYYNcpveraF7v7Q7cM/d5asDL1ReCfgVvS36svFrBu/kG6hN37XFk3y4qeBjAGz2igJv19Han/HkpMmNlepH4gLAX+7u6b0w9VABoNjYeuf+yORH0ydsyshNQltZ9CfTFWuvmFu7ufi/pZGTNm9l7gX0hNWQd42t3fSX+vflmAuumL3f2hq74YM2Y2ntQhJZXpReqLMbDLP0j/gX4mZkUDGIOnntQfTABj0GsfG2Y2nNTo5zXu/hpwt5nNM7MhwNnAukgLlGx1/WNXfTKejid1rDaoL8Zdd31Q/TJGdjkOf+kufxA/amb7mtko4IPA/0ZWoGSruz901Rfj5yPAH3a5r75Y4Lr8g1Q/E7OkF2HwrOHdaT/zgKroSpE++jSwAPiKma0EXgDuBp4HnnH3x6MrTfqg6x+7o1GfjKMPAn9Of/911BfjrLufi/pZGS/LgenALWa20sxOAK4HngKeBX7k7i9GWaBkpbs/dNUX42fXn4+gvljQuvkHqX4mZklXIRkkZjYOWAU8AZwOHJPh2DURyQMzOxS4DzDgt8D/I9UnVwOnAae5+6vRVShSHMxspbuXmdn+pP5b+DhwHKnj8Kd1XebuiciKFQnYLn3xRFLnFWoBbnP3W/V7q0h+pS8N/y3enT16B3A1u/Q5wFE/3I0GMAZReqrlqcCf3f2NqOsRKXZmNhI4A1jr7q/0tr6IDCwzm0rqv0uPtv9S1t0yERl8+r1VZHB11+fUD3enAQwRERERERERKXg6B4aIiIiIiIiIFDwNYIiIiIiIiIhIwdMAhoiIiEiemdkxZrY6fbWOmRnW+Y2Z/cXMrhrk8kRERGJBAxgiIiKSNTMbbmafjLqOGBoB3OruZZmueOTuHwGWAOMHszAREZG40ACGiIhIjJnZnWb2fPq/+5f14/mHm9nhu9y/zszKenjKp4CnMu3XzKaY2fIs9ltmZjP6Wm8u0rMfnknXfMtg7ltERERypwEMERGR+Psc8EHga2Z2WB+fe3j6q1dmNhrY292rM+3X3d9w95uy2FwZMKOPtQ6E89x9IXComc2JYP8iIiLSTxrAEBERCYC7bwUeBhaZ2WQze8TMnjaza6BjpsavzeyvZnZretmNwHJguZk9scvmTjWzP6VnWEzZZfmngZ9l2m96mzPM7M72x81sHzN7Kn1uhx+nl91BaibHzWZ2b3rZ1PQMiT+Z2Td3qflaM1uVbstIM9vbzH6fnklxl5mVdNfenpjZUFKHdLSY2dz0a/JXM7si/fhKM/u/6e391lLeZ2bPpr9+bmZnmtlB6bb9zcwuzjKq9teoPD0T5G4ze8HMjsr2+SIiIsVKAxgiIiLh2Erq/AnXAL909+OAs8xsYvrxB939/cBMM1vg7tcANwE3ufvJu2znAHc/AbgPOAnAzMYDe7j7mz3stzvHA+XuXgo8bmYl7n4JcCdwlbt/Ir3efsBXgTOAD+/y/DHufjzwPDAf+DJwr7sfC7wA7N9De7vzK6AG+E93rwQmA8uAM0kNqrTbmd7eUGBfUjNNbgG+AOxw998C/wpcn27jl8zMethvV1uBLwEJ4LuAZoOIiIj0YmjUBYiIiMiA2QvYBLwfONbMPgWMBqamH1+Tvv07qcM31tC9n6dva4Hh6e8vBX7ay3678whwkpk9Bjzr7r/KsF4b8DWgHhi7y/K7utQyG/h+etn/l749mN3buzXDfs4jNVCyMX3fSA1EbAGG9bDfSlKDJ03AVenHDiI1gOHAEFKDONsy7LerKlKDF+23fRn8EBERKUqagSEiIhKA9AyJ04EngReB5e5eRmqGxdvp1doPUzgceDn9fSMwKr2N9j+id3bZ9j5Aq7vv9sd5l/1251jgbnc/ldRAxqwM+70auJHUQInv8vxOtQAVwJHp728DTumhvZn8O/B/0t9fC1wGfJHUIAQA7t51v2cBp6evIvJ8etlLwKfS+70VaOllvyIiIpIDDWCIiIjE3y3AfwFfcvcKUn/E/4uZ/RU4DWg/7GNxelmFu69LL3sMOCe9/PgM29/t3BcZ9tudSuBfzewZUrMZXksvf4jUuTeeBWYBvwd+BPwWaDCz/TJs70bgYjP7U/r+4z20t1vu/iKwLX3eiV8Df0i3b5iZjcjwtDXAX83sMTP7sZmNJXX+kJ+k2zCzm0EPERERGUDm7r2vJSIiIrGWPrHmde5e1Y/n7uPutQNeVIykT0A6E2gldcjH5e7+Rh+efwypWRr1wCXu/mo36/wGmEjqXCU3D0TdIiIiIdEAhoiIiIiIiIgUPB1CIiIiIiIiIiIFTwMYIiIiIiIiIlLwNIAhIiIiIiIiIgVPAxgiIiIiIiIiUvA0gCEiIiIiIiIiBU8DGCIiIiIiIiJS8DSAISIiIiIiIiIFTwMYIiIiIiIiIlLwNIAhIiIiIiIiIgVPAxgiIiIiIiIiUvA0gCEiIiJ5YWbPmNnHdrn/LTP7gZktN7MdZrbdzL6QfuzjZvan9Pd7mNkbZva+XrZ/qpm9ambVZvbZLGu608w+k0u7REREJBoawBAREZF8eQIo3eX+8UAN8HFgPnAc8DUzew/wAPAeMzsEOA/4b3dfn2nDZjYBuAc4HzgU+D9mNjsvrRAREZGCoAEMERERyZcnSA1aYGZ7AAuAVcDH3f2V9ABFFTDV3RPAvwOfTX/9ay/b/gjwnLv/t7vXAY8DJ+alFSIiIlIQhkZdgIiIiATraeBAM9sTOAyocPc/tz9oZlOB9wD/m170M+AloNrd/9LLtg8FXtzl/reAxEAVLiIiIoVHAxgiIiKSF+7ebGbPkjpUZD6pGRm7+ibwY3ffmV6/wcxeBp5vX8HMfgMc3eV5twPjSR2O0r6v6p7Wd/cv59oeERERiZYGMERERCSf2g8jmQ/8R/tCMzud1PkxDt9l2eHAZOCjZnatu9e5+0e626iZ/RDYY5f75wCNmdYXERGR+NM5MERERCSfngROAhYCfwZIn7Tzp8An2mdfpH0R+DfgN8CyXrb7MvDeXe5/CJg5QDWLiIhIAdIAhoiIiOTTamA2qfNf7EyfzPO3wP/n7v/dvpKZzSQ10HEvqZka/2xmw3vY7q+BU8xsrplNBk4DVuapDSIiIlIAdAiJiIiI5I27J8zsT7x7XovTSB02sq+ZLU8v+yypK4jc4e6NwItmVg5cTGqmRnfbfdXMlgAPAqOAb/Z02VURERGJP3P3qGsQEREREREREemRDiERERERERERkYKnAQwRERERERERKXgawBARERERERGRgqcBDBEREREREREpeBrAEBEREREREZGCF9RlVPfee2+fMWNGxscTiQRDhgwZvIJkUCnfsCnfsCnfsCnfsCnfsCnfsCnfcMU52zVr1mxx90ndPRbUAMaMGTNYvXp11GWIiIiIiIiISD+Y2WuZHiuqQ0jWrFkTdQmSR8o3bMo3bMo3bMo3bMo3bMo3bMo3XKFma+4edQ0DZuHCha4ZGCIiIiIiIiLxZGZr3H1hd49pBoYEQ/mGTfmGTfmGTfmGTfmGTfmGTfmGK9RsNQNDREREREREZAC0trayadMmmpqaoi6l4I0YMYJp06YxbNiwTst7moER1Ek8e1NeXs7cuXOjLkPyRPmGTfmGTfmGTfmGTfmGTfmGTfkOvE2bNjF27FhmzJiBmUVWR0NDA6NGjYps/71xd7Zu3cqmTZuYOXNm1s8rqgGMgw46KOoSJI+Ub9iUb9/NWP5wVutV3XRGnivpnfINm/INm/INm/INm/IdeE1NTZEPXkBqdkMhMzMmTpzIW2+91afnFdU5MKqrq6MuQfJI+YZN+YZN+YZN+YZN+YZN+YZN+eZH1IMXAC0tLVmvW1VVlb9CetCf16moBjAmT54cdQmSR8o3bMo3bMo3bMo3bMo3bMo3bMo3XO3nlbjnnnv49re/nXG9xsZGzjjjDOrq6gartJwU1SEk27dvZ9y4cVGXIXmifMOmfMOmfMOmfMOmfMOmfMOmfPMv20N6s5Xtob9tbW0MGTKEESNGMGTIkE6PJRIJjjnmGEaOHMn27dt55513OPPMMzseO+GEE7jhhhsGtO6BUlQDGIV+HJDkRvmGTfmGTfmGTfmGTfmGTfmGTfmG63e/+x0nn3xyx/0333yTF198kUWLFjFkyBCee+45qqurufTSS3n00Ud57LHHuPjiiyOsODtFdQiJiIiIiIiISMiSySTLly/vNEBVUlLCFVdcQXNzMwBbtmxh6dKl/OhHP6K5uZkVK1YAqRkYbW1tUZSdlbwMYJjZZDNblf5+upmtNLMnzew2SxlmZr83s6fNbGl6vayW5ULX4g2b8g2b8g2b8g2b8g2b8g2b8g2b8g3T448/TmlpKSNHjuxYNmnSJM4991xuu+02AB566CGqqqpYsmQJF1xwAatWraKsrIyysjJuv/32qErv1YAPYJjZBOAuYHR60TLgn9z9JOA9wFzgSmC1ux8HLDazsX1Y1m/jx4/P5elS4JRv2JRv2JRv2JRv2JRv2JRv2JRvmG655RaWLt39//9XXnklt9xyC4lEgmXLlvHyyy/z9NNP8+CDD3LCCSewcuVKVq1axeWXXx5B1dnJxwyMBHA+UAfg7l9x9w3pxyYCW4Ay4IH0sqeBhX1Y1m9vvvlmLk+XAqd8w6Z8w6Z8w6Z8w6Z8w6Z8w6Z8w1NfX8+ECRM46qijdnts77335rrrruP73/8+RxxxBKWlpZSWlnLOOeewcuXKjvtHHHEEt956awTV927ABzDcvc7dd3RdbmbnAy+4++ukZmfUpB+qAyb3YVnX7V5uZqvNbPXmzZvZsmULmzdvpqamhm3btlFZWUljYyPr169n2rRprF27FoA1a9YAsHbtWpLJJOvXr6exsZHKykq2bdtGTU0N7durqqqivr6eiooK2traWLduXadttN+Wl5fT3NzMxo0bqauro7q6mtraWmpra6murqauro6NGzfS3NxMeXl5t9tYt24dbW1tVFRUUF9fT1VVVY9tSiaTalO6TWYWXJtCzKm/bRoyZEhwbcp3TounJyjBuXBWAoAlB6RuL5yVWr54eoLxw70g2jR16tSizakY2rR9+/bg2hRiTv1t09SpU4NrU4g59bdNQ4YMCa5NIebU3zaZWXBtijqnlpYWkskkTU1NJBKp370GUktLC21tbTQ1NZFMJmlsbMTd2blzJwBmxs9//nMSiQTuTkNDA2ZGU1MTbW1tfPSjH+Uzn/kMf/vb33jiiSf405/+xD333ENZWRl//OMf+ctf/sKqVav43Oc+17HNhoaGTm1qbm6mtbWV1tZWmpubSSQSHfU0NDQAdDx31224O42NjZ22kUgkdsupJ+buA/6ipl+4le5elv7+vcAvgVPcfYeZ/QZY5u5vmNnVwBukZm30uszd78u0z4ULF/rq1asz1lReXs7cuXMHqolSYJRv2JRv32V72a5sL8eVT8o3bMo3bMo3bMo3bMp34G3YsIE5c+ZEXQYNDQ3ce++93Hzzzdx+++0cffTRGdetrKzkC1/4QseJPAdTd6+Xma1x926Pvsj7VUjS58T4BbB0l5kZa4DS9PfzgKo+LOs3dc6wKd+wKd+wKd+wKd+wKd+wKd+wKd9wjRo1issuu4wXXnihx8ELgFmzZkUyeNEfg3EZ1eXAdOCW9NVITiB1ks/rzex7wPuAv/VhWb+1T+uRMCnfsCnfsCnfsCnfsCnfsCnfsCnfcLUfuhGavB1C0uuOzaaSml3xaPvMjGyXZdLbISQiIsUkToeQiIiIiISgUA4hiYuCO4QkE3d/3d0f2HVQIttl/aURxrAp37Ap37Ap37Ap37Ap37Ap37Ap33CFOgMjsgGMKCxYsCDqEiSPlG/YlG/YlG/YlG/YlG/YlG/YlG+4Ro8eHXUJeVFUAxjtl7qRMCnfsCnfsCnfsCnfsCnfsCnfsCnfcLVfzjQbVVVV+StkgA2NuoDBdMghh0RdguSR8g2b8g2b8g2b8g2b8g2b8g2b8h0E1+05wNvL7swKI0eOBOCee+5hwoQJnHFG9+c8a2xs5IwzzuCZZ55h3LhxA1ZmvhTVDIyXX3456hIkj5Rv2JRv2JRv2JRv2JRv2JRv2JRvuJqamgCorq5mx47Ogx6JRIIjjzySRYsWcfTRR/POO+9w5plnUlZWxvHHH89Xv/rVKErOSlHNwJg2bVrUJUgeKd+wKd+wKd+wKd+wKd+wKd+wKd/wJBIJmpub2WOPPTrujx07FoBkMklDQwMjRozgueeeo7q6mksvvZRHH32Uxx57jIsvvjjK0rNSVAMYW7ZsYcyYMVGXIXmifMOmfMOmfMOmfMOmfMOmfMOmfMNTVVXFJz7xCUpKSigpKeHVV19l9OjRfPvb3wagubmZn/zkJ0ybNo2lS5dy22230dzczIoVK7j44otJJBK4O0OHFuZQQWFWlSfqnGFTvmFTvmFTvmFTvmFTvmFTvmFTvuGZNWsWzz77LK2trQwbNoyTTz6Z6dOnc8cdd3Ra78c//jFVVVUsWbKEZDJJZWUlZWVlJBIJLrroIi6//PKIWtCzohrAaG1tjboEySPlGzblGzblGzblGzblGzblGzblGy53Z/369YwePZq3336bF198kYMPPrjj8WXLlrFs2TIANm3axFVXXcWDDz4YVblZK6oBjGQyGXUJkkfKN2zKN2zKN2zKN2zKN2zKN2zKN1zNzc189rOf5eabb2bkyJFcdtllPPLII4waNYrbb7+dW2+9lVGjRgHQ0tLCK6+8QmlpKZC6BOvSpUv53Oc+F2UTulVUAxjtAUmYlG/YlG/YlG/YlG/YlG/YlG/YlO8gyPKypwOpoqKCyy+/nIsvvph58+YBcMUVV3Dqqady5513snTpUpYuXdqxfnV1NVdffXUsZmAU1WVU33777ahLkDxSvmFTvmFTvmFTvmFTvmFTvmFTvuG59957+eAHP8gXvvAFLr300o7l559/Pl/84hc5+eSTee211zo9p7W1lba2tsEutV/M3aOuYcAsXLjQV69enfHxxsZGRo4cOYgVyWBSvmFTvn03Y/nDWa1XddMZea6kd8o3bMo3bMo3bMo3bMp34G3YsIE5c+ZEtv/W1lYaGxsZM2YMJSW7z1fYuXMno0ePjqCy7nX3epnZGndf2N36RTUD49VXX426BMkj5Rs25Rs25Rs25Rs25Rs25Rs25RueYcOGMW7cOJqbm7t9vJAGL/qjqAYwZs+eHXUJkkfKN2zKN2zKN2zKN2zKN2zKN2zKN1wjRoyIuoS86HUAw8xKzGycmQ01sxPNbGwWz5lsZqvS3w8zs9+b2dNmtjTXZbl4/vnnc92EFDDlGzblGzblGzblGzblGzblGzblG66GhoaoS8iLbGZgPAAcA/w7cCnwnz2tbGYTgLuA9rkpVwKr3f04YHF6ACSXZf12xBFH5PJ0KXDKN2zKN2zKN2zKN2zKN2zKN2zKN1zf+c53Ok7OmUgkOpZ3d2hJY2Njp3UKWTYDGHu7+x+BA939E0BvZ3lJAOcDden7ZaQGQQCeBhbmuKzf1qxZk8vTpcAp37Ap37Ap37Ap37Ap37Ap37Ap3zD96le/Yvv27QwbNoy7776b0047jdNOO40PfvCDfPKTn9xt/W984xvccccdEVTad9kMYLxjZiuANWb2IeCdnlZ29zp33/Vit6OBmvT3dcDkHJd1YmaXm9lqM1u9efNmtmzZwubNm6mpqWHbtm1UVlbS2NjI+vXrmT9/PmvXrgXe7axr164lmUyyfv16GhsbqaysZNu2bdTU1NC+vaqqKurr66moqKCtrY1169Z12kb7bXl5Oc3NzWzcuJG6ujqqq6upra2ltraW6upq6urq2LhxI83NzZSXl3e7jXXr1tHW1kZFRQX19fVUVVX12KZkMqk2pds0ceLE4NoUYk79bdOkSZOCa1O+c1o8PUEJzoWzUiPqSw5I3V44K7V88fQE44d7QbRp3rx5RZtTMbSpXUhtCjGn/rZp3rx5wbUpxJz626ZJkyYF16YQc+pvmyZOnBhcm6LOqaWlhWQySVNTE4lEgrl3zR3Qr5aWFtra2mhqaiKZTNLY2Ii7s3PnTgAqKiq48cYbueaaa3B3LrjgAh599FFWrFjBww8/zM9//nNaWlpobW2lubmZRCKBuzN69OiOw07at9V+29DQ0KlNzc3NtLa2dtpGez09bcPdO2Z7tG8jkUjsllNPer2MqpmNAN7n7mvNbB5Q1WWAItPzVrp7mZn9Bljm7m+Y2dXAG6RmaPRrmbvfl2mfvV1Gde3atZomFTDlGzbl23dxuoyq8g2b8g2b8g2b8g2b8h14XS8LOveuuQO6/fJPlvf4+OOPP84ee+zBD37wA6688kqOO+64Xrf5hS98gdmzZ3PZZZcNVJlZG/DLqLp7k7uvTX+/DuhrAmuA0vT384CqHJf12+GHH57L06XAKd+wKd+wKd+wKd+wKd+wKd+wKd/wnHLKKbS1tbFx40YOOeQQFi5cSFlZGccffzyHHXYYpaWlLF++vNNzXnjhBf72t79FVHHfZHMVkse6LLqxj/u4C7jezL4HvA/4W47L+q2ioiKXp0uBU75hU75hU75hU75hU75hU75hU77heeutt7jssssoKytjzz33ZPXq1axcuZJf/OIXHHTQQfzlL3/hpptu6lh/x44d7Nixg5qaGmprayOsPDtDMz1gZocB84H9zOzi9OLRQFM2G3b3svTta2Z2KqmZFNe6ewLIZVm/zZw5M5enS4FTvmFTvmHrmm82h78UwqEvkh3137Ap37Ap37Ap3/D8+te/5jOf+QxvvfVWVuv/x3/8B0uWLGG//fZj+fLl3H777XmuMDc9zcCwbm63Ah/r607c/XV3f2DXc2fksqy/Xn/99Vw3IQVM+YZN+YZN+YZN+YZN+YZN+YZN+YZn2bJllJWVZXVZ1KeffppHHnmEz3zmM5x11lls3bqV733ve4NQZf9lnIGRPt/FOjM72N1/Pog15c1ee+0VdQmSR8o3bMWU74bZc3pdZ07FhkGoZPAUU77FSPmGTfmGTfmGTfmGyd0pKek8V6HrgMb999/PTTfdxB/+8AeGDBkC0HHJ1dWrV/Od73yHyZN3uwho5DIOYOziG2a20N1Xm9mngbvdvSXfheVDQ0MDEyZMiLoMyRPlGzblGzblGzblGzblGzblGzblm3+9XTUkH5qbm2lqevfMD6+//jqLFy9m6dKlQOrcJytWrOCJJ55g4sSJHeuNGzeOJ598km9+85ts2bIltgMYvwQeAlYDk4F7gfPyWVS+dB2FkrAo37Ap37Ap37Ap37Ap37Ap37Ap3zCVlpZy1FFHddyfOnUq5eXvDqTMnj2b+++/v9vnjhgxgm984xt5r7G/shnAmODudwG4+7fM7Kk815Q3w4YNi7qE4BTSifaUb9iUb9iUb9iUb9iUb9iUb9iUb7jMrPeVYiibIbdNZvYlMzvRzL4IFP61VTKor6+PugTJI+UbNuUbNuUbNuUbNuUbNuUbNuUbrmQyGXUJeZHNAMangAbgo+nbi3tcu4DtvffeUZcgeaR8w6Z8w6Z8w6Z8w6Z8w6Z8w6Z8wzV0aDYHW8RPrwMY7t4MPAX8FngCiO08o02bNkVdguSR8g2b8g2b8g2b8g2b8g2b8g2b8g1XS0ssr7vRq16HZczsFmAqMBP4f8C3gTPzXFdeHHDAAVGXIHmkfMMWSr5z75rb6zoPDEIdhSaUfKV7yjdsyjdsyjdsyjdcI0aMyNu2W1paGD58eMbHq6qqmDFjRl72nc0hJHPd/Vxgu7s/DOyZl0oGwQsvvBB1CZJHyjdsUeY7Y/nDvX5JbtR/w6Z8w6Z8w6Z8w6Z8w9XY2MinP/1pXnnlFb72ta/xxz/+cbd1DjnkEACampq44YYbuOGGG7jxxht73fbnP/95nn766Yz7PeOMM6irq8utARlkc2DMW2Z2LTDBzD4JvJGXSgbBvHnzoi5B8kj5hk35hk35hk35hk35hk35hk355t+G2XMGdHtzKjb0+Phjjz3GN77xDUpKSli/fj3/7//9P4YNG8YXv/hFvvWtb5FMJvnFL37Bvvvuy9ixY0kkErS0tPDHP/6R7373u1xyySVcc801QOokr6eeeiqjR4+mra2ND3zgA3z5y19m6NChjB07tmOfiUSCY445hpEjR7J9+3beeecdzjzzzI7HTjjhBG644YYBaX82MzAuBnYAzwDjgUsGZM8RWLNmTdQlSB4p37Ap37Ap37Ap37Ap37Ap37Ap3/CcdNJJPPXUUzz88MOcdNJJHctvvvlmVq5cyRNPPMHatWspLS3l73//O6eccgobN25kwoQJLFy4kNGjR3c8Z8yYMTzzzDM8/vjjrFy5kgsuuICPf/zjPPHEE1x77bV86EMf4te//jVDhgzhueee45577mHKlCn87W9/Y+nSpaxcuZJVq1YN2OAFZDEDw90bge8N2B4jtGDBgqhLkDxSvmFTvmFTvmFTvmFTvmFTvmFTvuEZMmQIbW1tnQYiuvrwhz/MmDFjuOyyy3jiiSdoamrq9qolN910E08++SRtbW0MGTKEcePG8dBDD3HppZdy7bXX8vDDD2NmAGzZsoWlS5dy22230dzczIoVK7j44otJJBK4+4BdFSXjDAwz+2L69g4zu32Xrx+aWemA7H2QaYQxbMo3bMo3bMo3bMo3bMo3bMo3bMo3TCeeeCInnngiK1eu7Fj2hS98gVNOOYVly5YBcP/999PW1saZZ55JfX09I0eO3G07y5cv5yc/+Ql77rknf/jDH/jVr34FpAYrJk2axDvvvMOYMWMAeOihh6iqqmLJkiVccMEFrFq1irKyMsrKyrj99tsHrG09DYPclb69rsvyUcBPgNgNYmiEMWzKN2zKN2zKN2zKN2zKN2zKN2zKN0yrVq0C4IILLuhY9m//9m+UlZUB8MYbb/DSSy8xZcoUzj33XMrLy5k4cWK327r77ru54oor+NnPfsbIkSP55Cc/yc6dOxk5ciTvvPNOx0yPZcuWdQyObNq0iauuuooHH3xwwNuWcQaGu7+Zvn2ty9cGYEi2OzCzCWb2BzNbZWY/Si/7mZk9bWZf3WW9rJblory8fCA2IwVK+YZN+YZN+YZN+YZN+YZN+YZN+Ybnpz/9KaWlpSxatIgnn3yyY/lVV11FWVkZ73//+/nJT37CVVddBcAll1xCTU0Nhx566G7bqqys5L777qO6upoXX3yRb3zjG/z973/vOPlr+wyM22+/nSOOOILS0lJKS0s555xzWLlyZcf9I444gltvvXVA2tffA1EW9WHdi4B73P0+M7s3fWjKEHc/zsx+YGYHAnOzWebuG/tZLwAHHXRQLk+XAqd8w6Z8w6Z8w6Z8w6Z8w6Z8w6Z8w3PppZdy6aWXkkwmufDCC3F3IHUSz/YZGO6OmXHDDTeQTCa58847ue+++zoee+2113j22WeZP38+H/3oR5kyZQonnngiixYt4sorr+w4JOSNN95g3LhxLF26lKVLl3bUUF1dzdVXX52XGRi9DmBY6qwcHwZmAVXAb9y9tQ/72AocbGbjgfeQuqLJA+nHniR1KMr8LJflNIBRXV3NgQcemMsmpIAp37Ap37Ap37Ap37Ap37Ap37Ap3/zr7bKn+dLS0kIikaC5uZm2tjba2to6Hms/8ebOnTv5zW9+w/vf/36mTJkCwKRJkzjnnHO4/PLLOeigg/j617/e8bwHHniApUuXMn36dE488URmzpzJjBkzdtt3a2trp/0NpGwuo3ov8CFgJ3AycH8f9/EX4EDg80AFsAdQk36sDpgMjM5y2W7M7HIzW21mqzdv3syWLVvYvHkzNTU1bNu2jcrKShobG1m/fj2TJk1i7dq1wLsnrFm7di3JZJL169fT2NhIZWUl27Zto6amhvbtVVVVUV9fT0VFBW1tbaxbt67TNtpvy8vLaW5uZuPGjdTV1VFdXU1tbS21tbVUV1dTV1fHxo0baW5u7piu1XUb69ato62tjYqKCurr66mqquqxTclkMtI27TvKOWlqktFDnbP3TwBw0QGdbwerTYlEQjkF3KZkMhlZm0pwFk9PMH64s2hKkuljnPkTkxw6Icmssc6x+ySzbtMoG0XpHqVMLpnM/GHzOWDoARww9ADmD5vP5JLJlO5RStvo0dQuXgzA5vPP73T75llnkRw+PKs2LZ6eoATnwlmpvrgk3ScvnJXo1KZCeO9NnDixU5tmjXUOnZBk/sTU671oSpLxw323Nqk/xaNNW7duDa5NIebU3zZNnDgxuDaFmFN/25RMJoNrU4g59bdNiUQiuDZFnVNLSwvJZJKmpqaOAYTW1lZaW1tpbm4mkUjQ1NREMpmkoaEBSA0k7Hrb0NCAu9PY2NhpGy0tLbS0tNDW1taxjcbGRtx9t220tbXxwAMPsP/++3PttddSWlpKW1tbxzZaW1v5n//5H84880yuueYa3J2GhgZ+//vf8+c//5lly5Z1qieZTPL5z3+eJUuWkEwm+eMf/8iPf/zjbts0a9Ys7r333qzalEgkdsupJ9Y+pSTjCmYr3b0s0/3emNm9wD+5e52ZXQ18EzjR3Z81s3OA2aQGJ37R2zJ3/1ZP+1q4cKGvXr064+PV1dVMnz4929IlCzOWP9zrOlU3nTEIlSjf0EWZ70C+z+feNbfXdR64sfcR62xG87OpGwavj/aka76F9NkiudPnc9iUb9iUb9iU78DbsGEDc+bMiboMmpub2WOPPaIuo1fdvV5mtsbdF3a3fk+XUV1kZouAHWb2VTM71cyWk5qJ0RejgLlmNgQ4GriJd69gMo/UYSlrslyWkxEjRuS6CSlgyjdsyjdsyjdsyjdsyjdsyjdsyjc/epskMBhKSrI52CJa/XmdejoHxonp27WkrjpyLGDAf/dxHzcCdwD7A88A/w6sMrOpwOnAMYBnuUxERERERESkII0YMYKtW7cyceLEjnNNyO7cna1bt/Z5EC3jAIa7Xw9gZsOApcAc4H+BO/tY2H8Dh+y6zMzKgFOBf3X3HX1ZloumpqZcNyEFTPmGTfmGTfmGTfmGTfmGTfmGTfkOvGnTprFp0ybeeuutSOtoa2tj6ND+XnR0cIwYMYJp06b16TnZtOh24CXgEVKzIO4gdWnUfnP3bbx7hZE+LcvF+PHjB2pTUoCUb9iUb9iUb9iUb9iUb9iUb9iU78AbNmwYM2fOjLoM6urqGDduXNRlDLhsDox5j7t/w90fTc/KiO1ZXt58882oS5A8Ur5hU75hU75hU75hU75hU75hU77hCjXbbGZgvG5m1wB/IzUDo6aX9QuWzrAbNuUbNuUbNuUbNuUbNuUbNuUbNuUbrlCzzWYGxqeAOuBcYHv6fiy99NJLUZcgeaR8w6Z8w6Z8w6Z8w6Z8w6Z8w6Z8wxVqtr3OwHD3FuD7g1BL3s2dOzfqEiSPlG/YlG/YQsp3xvKHe12n6qYzBqGSwhFSvrI75Rs25Rs25RuuULMt/IvDDqA1a9ZEXYLkkfINm/INm/INm/INm/INm/INm/INV6jZFtUAxoIFC6IuQfJI+YZN+YZN+YZN+YZN+YZN+YZN+YYr1GyLagAj1FEoSVG+YVO+YVO+YVO+YVO+YVO+YVO+4Qo126IawAh1FEpSlG/YlG/YlG/YlG/YlG/YlG/YlG+4Qs024wCGmX0kfTtx8MrJr3Xr1kVdguSR8g2b8g2b8g2b8g2b8g2b8g2b8g1XqNn2NAPjn9O3vxqMQgbDIYccEnUJkkfKN2zKN2zKN2zKN2zKN2zKN2zKN1yhZtvTZVTdzL4OzDSzazs94P71/JaVHy+//DKzZ8+OugzJE+UbNuUbNuUbtnznq0vXRkv9N2zKN2zKN1yhZtvTAMbZwDzgw8CfBqec/Jo2bVrUJUgeKd+wKd+wKd+wKd+wKd+wKd+wKd9whZptxkNI3L3O3VcBd7j7n3b9GsT6BtSWLVuiLkHySPmGTfmGTfmGTfmGTfmGTfmGTfmGK9Rse5qB0e6HZnY5MAd4AbjT3dvyW1Z+jBkzJuoSJI+Ub9iUb9iUb9iUb9iUb9iUb9iUb7hCzTaby6jeDkwB/gvYD7gjrxXlUWtra9QlSB4p37Ap37Ap37Ap37Ap37Ap37Ap33CFmm02Axjvcfevu/uj7n498J7+7szMfmBmH05//zMze9rMvrrL41kt669kMpnrJqSAKd+wKd+wKd+wKd+wKd+wKd+wKd9whZptNgMYr5vZNWZ2kpl9GXi9Pzsys+OBKe7+OzM7Bxji7scBU83swGyX9Wff7UaNGpXL06XAKd+wKd+wKd+wKd+wKd+wKd+wKd9whZptNgMYnwLqgHOB7en7fWJmw4CfAFVm9hGgDHgg/fCTQGkflnXd9uVmttrMVm/evJktW7awefNmampq2LZtG5WVlTQ2NrJ+/Xq2bt3K2rVrAVizZg0Aa9euJZlMsn79ehobG6msrGTbtm3U1NTQvr2qqirq6+upqKigra2NdevWddpG+215eTnNzc1s3LiRuro6qqurqa2tpba2lurqaurq6ti4cSPNzc2Ul5d3u41169bR1tZGRUUF9fX1VFVV9dimZDIZaZv2HeWcNDXJ6KHO2fsnALjogM63g9Wml19+WTkF3KbKysrI2lSCs3h6gvHDnUVTkkwf48yfmOTQCUlmjXWO3SeZdZtG2ShK9yhlcslk5g+bzwFDD+CAoQcwf9h8JpdMpnSPUtpGj6Z28WIANp9/fqfbN886i+Tw4Vm1afH0BCU4F85K9cUl6T554axEpzYVwnvvrbfe6tSmWWOdQyckmT8x9XovmpJk/HDfrU2F2p/Om5lgeIlz2rQkk0ak3iO7tinq/jTYnxHtdeWrTfuOco6clOTgPVNfR05KdvvzKW6fe3H5LH/rrbeCa1OIOfW3TZWVlcG1KcSc+tuml19+Obg2hZhTf9r097//PbZt6om5e48rDAQz+zRwBnAFcCWwHDjC3deZ2QeAI4ADgf/obZm735RpPwsXLvTVq1dnrKOxsZGRI0cOWLsEZix/uNd1qm46YxAqUb6hizLfgXyfz71rbq/rPHBj7+dJnlOxodd1sqkbBq+P9qRrvoX02dJXca49X/Ldf/WaR0s/f8OmfMOmfMMV52zNbI27L+zusWxmYAyE+cBt7v4GcA/wZ6D91RyTrqM+y2X99uqrr+bydClwyjdsyjdsyjdsyjdsyjdsyjdsyjdcoWY7WAMYLwPvTX+/EJjBu4eDzAOqgDVZLuu32bNn5/J0KXDKN2zKN2zKN2zKN2zKN2zKN2zKN1yhZjtYAxg/A040sz+TOoykDLjIzL4LfAx4GFiR5bJ+e/7553N5uhQ45Rs25Rs25Rs25Rs25Rs25Rs25RuuULMdOhg7cfd3gPN2XWZmZcCpwL+6+46+LOuvI444IpenS4FTvoUt1/MxKN+wKd+wKd+wKd+wKd+wKd9whZrtYM3A2I27b3P3B9LnxejTsv5qPwOqhEn5hk35hk35hk35hk35hk35hk35hivUbHsdwDCzRwajkMGwYMGCqEuQPFK+YVO+YVO+YVO+YVO+YVO+YVO+4Qo122xmYJSb2UfyXskgaL82roRJ+YZN+YZN+YZN+YZN+YZN+YZN+YYr1GyzOQfGkcCVZlYO7ATc3U/Kb1n5cfjhh0ddguRRseSbzbkkMp1HIs6KJd9ipXzDpnzDpnzDpnzDpnzDFWq2vc7AcPcT3X2kux+V/j6WgxcAFRUVUZcgeaR8w6Z8w6Z8w6Z8w6Z8w6Z8w6Z8wxVqtlldhcTMDgX2A6qBf7h7fV6rypOZM2dGXYLkkfINm/INm/INm/INm/INm/INm/INV6jZ9jqAYWa3AFOBmcD/A74NnJnnuvLi9ddfZ9asWVGXIXmifMOmfMOmfKOXz8PTlG/YlG/YlG/YlG+4Qs02m5N4znX3c4Ht7v4wsGeea8qbvfbaK+oSJI+Ub9iUb9iUb9iUb9iUb9iUb9iUb7hCzTabQ0jeMrNrgQlm9kngjTzXlDcNDQ1MmDAh6jIkT5Rv2HbNd+5dc3tdv/yT5fkuSQaQ+m/YlG/YlG/YlG/YlG+4Qs02mxkYFwM7gGdIzb64JK8V5VFJSTbNlbhSvmFTvmFTvmFTvmFTvmFTvmFTvuEKNdteZ2C4e6OZPUXqBJ5V7t6Q/7LyY9iwYVGXIHmkfMOmfMMWdb4bZs/pdZ05FRsGoZIwRZ2v5JfyDZvyDZvyDVeo2WZzEs9/A94H/A/waTN7xd0/n/fK8qC+vp6999476jIkT5Rv2JRv2JRv/2Qz8ALRD74o37Ap37Ap37Ap33CFmm0258A42t1L2++Y2V/yWE9ehRigvEv5hk35hk35hq27fDXrJRzqv2FTvmFTvuEKNduMB8aY2XQzmw5sMrMlZnagmV1AjE/iuWnTpqhLkDxSvmFTvmFTvmFTvmFTvmFTvmFTvuEKNdueZmBcn75tBE5KfwHU5bWiPDrggAOiLkHySPmGTfmGTfmGTfmGTfmGTfmGTfmGK9RsM87AcPdL3P0S4Pn0Ikt/9YuZTTaz/0l//zMze9rMvrrL41kty8ULL7wwEJuRAqV8w6Z8w6Z8w6Z8w6Z8w6Z8w6Z8wxVqttmcA+MC4EIgkeO+vgOMNLNzgCHufpyZ/cDMDgTmZrPM3TfmUsC8efNybIIUMuUbNuUbNuUbNuXbvRnLH+51naqbzhiESnKjfMOmfMOmfMMVarbZXBz2TeBx4E7grvRtn5jZScBOUufPKAMeSD/0JFDah2XdbftyM1ttZqs3b97Mli1b2Lx5MzU1NWzbto3KykoaGxtZv349q1evZu3atQCsWbMGgLVr15JMJlm/fj2NjY1UVlaybds2ampqaN9eVVUV9fX1VFRU0NbWxrp16zpto/22vLyc5uZmNm7cSF1dHdXV1dTW1lJbW0t1dTV1dXVs3LiR5uZmysvLu93GunXraGtro6Kigvr6eqqqqnpsUzKZjLRN+45yTpqaZPRQ5+z9U2NcFx3Q+Xaw2vSnP/2paHLq+hqfvX+C0UNTWew7yguyTYdOSDJrrHPsPkkmjXBOm5ZkeIlz3szObcmU05///OeONs0fNp/JJZMp3aOUUTaK00ecDsBHR3200+1AtakEZ/H0BOOHO4umJJk+xpk/MdmpTdm+90bZKEr3KGVyyWTmD5vPAUMP4IChB3RqU9vo0dQuXgzA5vPP73T75llnkRw+PKs2LZ6eoATnwlmp13ZJ+jW+cFaiU5sK4XPvueee69SmWWOdQyckmT8x9XovmpJk/HDfrU0D+bnX/hrXLl5M2+jRvH3CIpqnTGbHEUew88AD+9Sm82YmGF6Sep9PGpF6j+zapoH6jNh+1FG0TJzI1lNOJjl8OG+edVa375tscurts/y8mYl+96fHHntstza17rkn2447jsZp03jnsMOonzOHhpkzO7Up2/fevqOcIyclOXjP1NeRk5Ld/nyK22f5kZOSBfdZ3l2bnnvuuaB/5hZ7m/785z8H16YQc+pvm/70pz8F16YQc+pPmx577LHYtqkn5u49r2D2MHCeuzf0uGLm5w8H/gicBawAKoH/cPd1ZvYB4AjgwGyWuftNPe1r4cKFvnr16v6UKf0Uyn+P4iSur3k2dUN2tc+9a26v65R/sjyr/WVjIF/zbGp/4Ma2XtfJ5uoMA/maD7bBfp8P5BUxBrP2gbyMql7zwRfXukVERPLJzNa4+8LuHstmBsZk4Dkze7L9q4/7Xw583923p+/XAyPT349J15Dtspy0j/5ImJRv2JRv2JRv2JRv2JRv2JRv2JRvuELNNptzYNyS4z5OAU4ys88ChwPTgX8AzwLzgBeBTaQOEeltWU4WLFiQ6yakgCnfsCnfsCnfsCnfsCnfsCnfsCnfcIWabV9mNYwEzgaO78sO3H2Ru5e5exmpK5ocDlxkZt8FPgY8TOrQkmyW5aT9eBwJk/INm/INm/INm/INm/INm/INm/INV6jZ9jqA4e53pb9+5O5nAS393Vl6IKOO1Ak6nwVOdPcd2S7r737bHXTQQbluQgqY8g2b8g2b8g2b8g2b8g2b8g2b8g1XqNn2egiJmS3a5e444JBcd+ru23j3CiN9WpaL6upqDjzwwIHanBQY5Ru2vuY7kCc3lPxT/w2b8g2b8g2b8g2b8g1XqNlmcw6ME4H2S5W0AP+Uv3Lya/LkyVGXIHkUVb6DfUWMYqX+GzblGzblGzblGzblGzblG65Qs814CImZXWtm17bfTd8OBz6a96ryZPv27VGXIHmkfMOmfMOmfMOmfMOmfMOmfMOmfMMVarY9zcCwXb53UjMxTgBWAl/PY015M2LEiKhLkDxSvmFTvmFTvmFTvuGZsfzdc6sfvGeSF3fsPtOw6qYzBrOkgXXdnlmsk/Pp2WJB/TdsyjdcoWabcQDD3a83s+HAEmAZUAEc4e7PD1JtIiIiIiIiIiJAz4eQfAv4B/AJ4NvAj4FRZnbcINU24JqamqIuQfJI+YZN+YZN+YZN+YZt3PCoK5B8Uv8Nm/INV6jZ9nQIyb7AH9Lff3iX5Q48nbeK8mj8+PFRlyB5pHzDpnzDpnzDpnzDtmmn9b6SxJb6b9iUb7hCzbanQ0guGcxCBsObb77JuHHjoi5D8qQv+e567G5PYn38bmDUf8OmfMOmfMM2Z7yzuUGDGKFS/w2b8g1XqNlmPIQkRNOnT4+6BMkj5Rs25Rs25Rs25Ru2v9Vq8CJk6r9hU77hCjXbohrAeOmll6IuQfJI+YZN+YZN+YZN+YbtA/sloy5B8kj9N2zKN1yhZltUAxhz586NugTJI+UbNuUbNuUbNuUbtv98bUjUJUgeqf+GTfmGK9Rsi2oAY82aNVGXIHmkfMOmfMOmfMOmfMN20QGJqEuQPFL/DZvyDVeo2RbVAMaCBQuiLkHySPmGTfmGTfmGTfmG7e6XNQMjZOq/YVO+4Qo126IawAh1FEpSCjnfDbPnZPUlmRVyvpI75Rs25Rs2zcAIm/pv2JRvuELNtqgGMEIdhZIU5Rs25Rs25Rs25Rs2zcAIm/pv2JRvuELNdlAGMMxsTzN7xMweM7P/NLPhZvYzM3vazL66y3pZLeuvdevW5boJKWDKN2zKN2zKN2yh5asZdZ2dN1MzMEIWWv+VzpRvuELNdrBmYHwC+K67nwq8AVwADHH344CpZnagmZ2TzbJcijjkkENybIYUMuUbNuUbNuUbNuUbtt+8VlQTeouO+m/YlG+4Qs12UH7iuPsP3P2x9N1JwBLggfT9J4FSoCzLZf328ssv5/J0KXDKN2zKN2zKN2zKN2wnTfWoS5A8Uv8Nm/INV6jZDuqQuZkdC0wA/gHUpBfXAZOB0Vku67rNy81stZmt3rx5M1u2bGHz5s3U1NSwbds2KisraWxsZP369UydOpW1a9cC757UZO3atSSTSdavX09jYyOVlZVs27aNmpoa2rdXVVVFfX09FRUVtLW1dUzHad9G+215eTnNzc1s3LiRuro6qqurqa2tpba2lurqaurq6ti4cSPNzc2Ul5d3u41169bR1tZGRUUF9fX1VFVV9dimZDIZaZv2HeWcNDXJ6KHO2funppC2n8yr/Xaw2mRmWbdp9NBU3fuOco6clOTgPVNfR05KdmpTNjlNLJnIwuELmTFkBrOHzubQYYey35D9OGb4Mexpe3LqiFPxkhLeOO88ADaf/zEA3jjvPLykhLdO+yCte+7JtuOOyzqnrq/x2fsnOrWpEN97h05IMmusc+w+SSaNcE6blmR4iXdMPW5vS6b33pAhQzraNH/YfCaXTKZ0j1JG2ShOH3E6AB8d9dFOt2+edRbJ4cPZesrJtEycyPajjqJh5kzq58zhncMOo3HatKzaVIKzeHqC8cOdRVOSTB/jzJ+Y7NSmbN97o2wUpXuUMrlkMvOHzeeAoQdwwNADOrWpbfRoahcvTr9fzu90296mbHJaPD1BCc6Fs1Kv7ZL0a3zhrESnNhXC596UKVM6tWnWWOfQCUnmT0y93oumJBk/3Hdr00B+7rW/xrWLF9M2ejRvn7CI5imT2XHEEew88MA+tem8mQmGl6Te55NGpN4ju7ZpoD73th91FC0TJ7L1lJNJDh/Om2ed1e37JpucevssP29mot+fETt27NitTe2fe43TpvHOYYdRP2cODTNndmpTtu+93j7L29s0kJ97PX2WN06bNiCf5UdOShbcZ3l7m3b9LP/72+z2Wd5+W2i/G33uB7/l8Gt/z8U3/45FN/yes/+/37H427/j5G/+no9/93cced3v+cytv6OtZA/WTftkahv7L+t0W77fhTQPHVswbcr373tDhgwJrk0h5tTfNplZcG0KMaf+tKmuri62beqJuQ/OqLmZ7QX8ETgXuBr4hbs/mz5MZDapwYlel7n7tzLtY+HChb569eqMNVRVVTFjxowBa5PAjOUP97pO1U1nDEIlfcs3m7ohu9rn3jW313UeuLEtq/3NqdjQ6zqF9Jr3Ra6v+a75xvk1H6jaB6puGLj3efkny7PaX7c1dOm/g/0+z+acBdm85jC4tWd7roWoP1u6+3yO62sOA1d7XD/PoXPtx+6T5Jna3f8nVoi1Z/25OOLC3le6bkeO1cSDfn8Om/INV5yzNbM17r6wu8eGDlIBw0kdCnKNu79mZmtIHQ7yLDAPeBHYlOWyfhszZkwuT5cCp3zDpnwLXy5/TCvfsCnfsNU2WtQlSB6p/4ZN+YYr1GwHZQAD+DSwAPiKmX0FuAO4yMymAqcDxwAOrMpiWb+1trbm8nQpcMo3bMo3bMo3bMo3bCOHOqBBjFCp/4ZN+YYr1GwHZQDD3X8I/HDXZWb2W+BU4F/dfUd6WVk2y/ormUzm8nQpcMo3bMo3bPnMN6vDdvK2dwH139AN00VIgqb+GzblG65Qsx2sGRi7cfdtdPmdMdtl/TVq1KiB2IwUKOUbNuWbR9ft2fs6M6fntQTlGzblG7atzZp9ETL13/jpyzmwCi3fOJ8bqNAUWrYDpajGzN9+++2oS5A8Ur5hU75hU75hU75hmzFGl1ENmfpv2JRvuELNNrIZGFGYOnVq1CVIHinf/BjIKwXkQvmGTfmGTfmG7e9vawbGYIjqP9Pqv2FTvuEKNduiGsB49dVXed/73hd1GZInyjdsyjds/co3m0NfIO+Hv+RLSOfuUP8NW+mUJL+vHhJ1GZIn6r9hU77hCjXbohrAmD17dtQlSB4p37Ap37Ap37DFJd9sBo0gPgNHg+UP1UV1RHLRiUv/zYdiOB9DMecbulCzLaoBjOeff54jjjgi6jJ205cT7UhmhZqvDAzlGzblGzblG7YLZiW5r1IzMEKVa//V77mFTZ/P4Qo126IawAgxQHmX8g2b8g2b8g2b8g2bBi/Cpv4bNuU7MApxoC7UbItqzt+aNWuiLkHySPmGTfmGrejyvW7P3r8CUnT5FpklBySiLkHySP03bMo3XKFmW1QzMBYsWBB1CZJHyncX2fzxc92O/NfRHxlqXwDwu/SdQjwpY+AnlMw39d+wFUS+2fRR9c9+uedlzcAIWUH0X8kb5RuuULMtqgGMtWvXBjuVpqAN0h/Tyjdsa6dfxhHVP4m6DMkT9d+wdD0Z5jmjzuHXDb/utEwnwhxY2ZyAtPyT5XnZ94WzEjqMJGD6fA6b8g1XqNkW1SEkhx9+eNQlSB4p37AdXv2zqEuQPFL/DduKhhVRlyB5dH9lUf06WXT0+Rw25RuuULMtqp84FRUVUZcgeaR8w1ax77lRlyB5pP4btpNHnBx1CZJHH5qejLoEySN9PodN+YYr1GyL6hCSmTNnRl2C5JHyDdvMLU9EXYLkkfpvTPTzXC//3fzfeShG+mrD7Dm9rjOnYkOft/uXN4rq/2FFR5/PYVO+4Qo126IawHj99deZNWtW1GVIDnr65Wvbcccx4emn+/XLV0Y66VvBeH38Ama99VjUZUie6PM5bHOGzeHZlmejLiOeYnCC4MP2cv78hu3+QJxPKC0d9PkcNuUbrlCzLaoBjL322ivqEiSPRlRXR12C5NFeOyujLkHySJ/PYftH4h9RlyB5VFXfzeCFRCMPg0b6fA6b8g1XqNnGYgDDzH4GzAH+4O439Hc7DQ0NTJgwYeAKk4LSttdesGlT1GXERjZnrIfCuVJAw/BJTGh4JeoyJE/0+Ry2CSUTqEnURF2G5MnEPZzqfg5iZPuzKF9XUJHe6fM5bMo3XKFmW/ADGGZ2DjDE3Y8zsx+Y2YHuvrE/2yopifkxmpqK2SNrbY26BMmjkmRL1CVIHsX+81l61OZtUZcgedQ6COfwzNf5O6R3g/b5HNffc+NaN8B1e1Iybj7U/U8P6xRg7TF/zXtfZ2BqD/V3q4IfwADKePefwE8CpUC/BjCGDRs2QCXFWyH+EjAQswFKmpoGphgpSMMSDVGXIHmkz+ewNbk+n0PW2Fach5Bk87vLAzf2PnhX6AMv+nwePFH8jj4Qv19lUzcU5nu9EP8uGiih9l1z96hr6FH68JH/cPd1ZvYB4Ah37nnPkQAASPJJREFUv2mXxy8HLk/fPRh4sYfN7Q1syVuxEjXlGzblGzblGzblGzblGzblGzblG644Z7u/u0/q7oE4zMCoB0amvx8DdJoL4+63AbdlsyEzW+3uCwe2PCkUyjdsyjdsyjdsyjdsyjdsyjdsyjdcoWYbhwNj1pA6bARgHlAVXSkiIiIiIiIiEoU4zMBYAawys6nA6cAx0ZYjIiIiIiIiIoOt4GdguHsdqRN5Pguc6O65nJY1q0NNJLaUb9iUb9iUb9iUb9iUb9iUb9iUb7iCzLbgT+IpIiIiIiIiIlLwMzBERERERERERIpmAMPMfmZmT5vZV6OuRXJnZnua2SNm9piZ/aeZDTezajNbmf7q/eLsUrDMbGjXPM3sejN7zsxujbo+yY2Z/dMu2T6f/nxW/w2AmU02s1Xp74eZ2e/TP3uXZlom8dEl3+np/vqkmd1mKfuZ2aZd+nK3l8CTwtQl326z1O/T8dUl3+t3ybbCzK5R/42nDH8T7dZPQ+q7RTGAYWbnAEPc/ThgqpkdGHVNkrNPAN9191OBN4DlwC/cvSz9VR5teZKjw9glT2APUlcjOgrYZGanRFmc5Mbdf7hLtquAH6D+G3tmNgG4CxidXnQlsDr9s3exmY3NsExioJt8lwH/5O4nAe8B5gJHA9/cpS+/FU210lfd5Ltblvp9Or665uvuX9vl53A58HPUf+Oq699EF9Cln4bWd4tiAIPUSUAfSH//JO9ellViyt1/4O6Ppe9OAtqAs83sL2Z2r5nF4Qo7ktkx7JIncBLwkKdO2vM4cHyk1cmAMLP9gMmkfmlS/42/BHA+UJe+X8a7P3ufBhZmWCbx0Clfd/+Ku29IPzYR2ELqs/sKM3vGzP49mjKln7r23+6yLEO/T8dV13wBMLMjgRp3r0H9N5a6+ZtoCbv307JulsVWsQxgjAZq0t/XkfqFWQJgZscCE4DHgBPcvRTYDnwoyrokZ8/ROc+RqA+H6LPAD9k9b/XfGHL3ui5XCuvuZ69+HsdUN/kCYGbnAy+4++vAI8Bx7n4scJCZHTbYdUr/dJNvd1mq/8ZUpv4L/DNwS/p79d8Y2+Vvon8Q+M/eYhnAqCf1BxDAGIqn3UEzs71IfeguBf7u7pvTD1UAsZ4aJbvlqT4cGDMrIXVp7KdQ/w1Vd/1WfTkgZvZe4F+Aq9KLnnb3d9Lfqy/HW3dZqv8GxMzGA/u4e2V6kfpvTHX5myj4n72xLr4P1vDuVJl5QFV0pchAMLPhpKZCXePurwF3m9k8MxsCnA2si7RAyVXXPEejPhya44G/pb9X/w1Tdz979fM4EOlj6n8BLN3lP7uPmtm+ZjYK+CDwv5EVKLnqLkv137B8BPjDLvfVf2Oom7+Jgv/ZWyzHGa8AVpnZVOB0Usd4Sbx9GlgAfMXMvgI8BdwNGPBbd388yuIkZ18H7iOdJ3ADqT78PeC09JfE2weBP6e/75S3+m8w7gL+YGbHA+8jNWBV080yiaflwHTgFjMD+BpwPamfxy3Aj9z9xejKkxztlqWZbUa/T4fkg8B3drmv/htPXf8mugO4qEs/dQLqu5Y6J1740v8pOBX4s7u/EXU9ItI3ZjYSOANY6+6vRF2PiPQu/ctSKfBo+3/pu1smIvGg36dFCl93/TSkvls0AxgiIiIiIiIiEl/Fcg4MEREREREREYkxDWCIiIiIiIiISMHTAIaIiIhInpnZMWa22sxWmtnMDOv8xsz+YmZXDXJ5IiIisaABDBEREcmamQ03s09GXUcMjQBudfcyd3+1uxXc/SPAEmD8YBYmIiISFxrAEBERiTEzu9PMnk//d/+yfjz/cDM7fJf715lZWQ9P+RTwVKb9mtkUM1uexX7LzGxGX+vNRXr2wzPpmm8ZzH2LiIhI7jSAISIiEn+fAz4IfM3MDuvjcw9Pf/XKzEYDe7t7dab9uvsb7n5TFpsrA2b0sdaBcJ67LwQONbM5EexfRERE+kkDGCIiIgFw963Aw8AiM5tsZo+Y2dNmdg10zNT4tZn91cxuTS+7EVgOLDezJ3bZ3Klm9qf0DIspuyz/NPCzTPtNb3OGmd3Z/riZ7WNmT6XP7fDj9LI7SM3kuNnM7k0vm5qeIfEnM/vmLjVfa2ar0m0ZaWZ7m9nv0zMp7jKzku7a2xMzG0rqkI4WM5ubfk3+amZXpB9faWb/N72931rK+8zs2fTXz83sTDM7KN22v5nZxVlG1f4aladngtxtZi+Y2VHZPl9ERKRYaQBDREQkHFtJnT/hGuCX7n4ccJaZTUw//qC7vx+YaWYL3P0a4CbgJnc/eZftHODuJwD3AScBmNl4YA93f7OH/XbneKDc3UuBx82sxN0vAe4ErnL3T6TX2w/4KnAG8OFdnj/G3Y8HngfmA18G7nX3Y4EXgP17aG93fgXUAP/p7pXAZGAZcCapQZV2O9PbGwrsS2qmyS3AF4Ad7v5b4F+B69Nt/JKZWQ/77Wor8CUgAXwX0GwQERGRXgyNugAREREZMHsBm4D3A8ea2aeA0cDU9ONr0rd/J3X4xhq69/P0bS0wPP39pcBPe9lvdx4BTjKzx4Bn3f1XGdZrA74G1ANjd1l+V5daZgPfTy/7/9K3B7N7e7dm2M95pAZKNqbvG6mBiC3AsB72W0lq8KQJuCr92EGkBjAcGEJqEGdbhv12VUVq8KL9ti+DHyIiIkVJMzBEREQCkJ4hcTrwJPAisNzdy0jNsHg7vVr7YQqHAy+nv28ERqW30f5H9M4u294HaHX33f4477Lf7hwL3O3up5IayJiVYb9XAzeSGijxXZ7fqRagAjgy/f1twCk9tDeTfwf+T/r7a4HLgC+SGoQAwN277vcs4PT0VUSeTy97CfhUer+3Ai297FdERERyoAEMERGR+LsF+C/gS+5eQeqP+H8xs78CpwHth30sTi+rcPd16WWPAeeklx+fYfu7nfsiw367Uwn8q5k9Q2o2w2vp5Q+ROvfGs8As4PfAj4DfAg1mtl+G7d0IXGxmf0rff7yH9nbL3V8EtqXPO/Fr4A/p9g0zsxEZnrYG+KuZPWZmPzazsaTOH/KTdBtmdjPoISIiIgPI3L33tURERCTW0ifWvM7dq/rx3H3cvXbAi4qR9AlIZwKtpA75uNzd3+jD848hNUujHrjE3V/tZp3fABNJnavk5oGoW0REJCQawBARERERERGRgqdDSERERERERESk4GkAQ0REREREREQKngYwRERERERERKTgaQBDRERERERERAqeBjBEREREREREpOBpAENERERERERECp4GMERERERERESk4GkAQ0REREREREQKngYwRERERERERKTgaQBDRERERERERAqeBjBEREQkL8zsGTP72C73v2VmPzCz5Wa2w8y2m9kX0o993Mz+lP5+DzN7w8ze18v2TzWzV82s2sw+259acmuhiIiIDCYNYIiIiEi+PAGU7nL/eKAG+DgwHzgO+JqZvQd4AHiPmR0CnAf8t7uvz7RhM5sA3AOcDxwK/B8zm93HWp7oc4tEREQkMhrAEBERkXx5gtRAAWa2B7AAWAV83N1fSQ9QVAFT3T0B/Dvw2fTXv/ay7Y8Az7n7f7t7HfA4cGIfa3mqn+0SERGRCAyNugAREREJ1tPAgWa2J3AYUOHuf25/0MymAu8B/je96GfAS0C1u/+ll20fCry4y/1vAYk+1vJ2XxojIiIi0dIAhoiIiOSFuzeb2bOkDhWZz+6HbHwT+LG770yv32BmLwPPt69gZr8Bju7yvNuB8aQOR2nfV3VP67v7l3upRURERAqcBjBEREQkn9oP3ZgP/Ef7QjM7ndQ5KQ7fZdnhwGTgo2Z2rbvXuftHutuomf0Q2GOX++cAjZnW76kWERERiQedA0NERETy6UngJGAh8GeA9Ek7fwp8on32RdoXgX8DfgMs62W7LwPv3eX+h4CZfa1FRERE4sPcPeoaREREJFBmNgTYCpS7+/HpE2g+C9zl7jfvst5M4BlSgxDTSc2WeK+7t2TY7kxgDXACUJv+/gO9XLmkUy0D0DwREREZRDqERERERPLG3RNm9ifePa/FaaQOG9nXzJanl32W1BVE7nD3RuBFMysHLiY1U6O77b5qZkuAB4FRwDd7GrzIUIuIiIjEiGZgiIiIiIiIiEjB0zkwRERERERERKTgaQBDRERERERERAqeBjBEREREREREpOBpAENERERERERECp4GMERERERERESk4AV1GdW9997bZ8yYEXUZvUokEgwZMiTqMkQioz4gxU59QIqd+oAUO/UBKXY99YE1a9ZscfdJ3T0W1ADGjBkzWL16ddRliIiIiIiIiEg/mNlrmR7TISQRWLNmTdQliERKfUCKnfqAFDv1ASl26gNS7PrbB8zdB7iU6CxcuNA1A0NEREREREQknsxsjbsv7O4xzcCIgEZcpdipD0ixUx+QYqc+IMVOfUCKnWZgoBkYIiIiIiIiEp3W1lY2bdpEU1NT1KUUvBEjRjBt2jSGDRvWaXlPMzCCOolnXJSXlzN37tyoyxCJjPqAFDv1ASl26gNS7NQHwrVp0ybGjh3LjBkzMLOoyylYO3fupLGxkU2bNjFz5sysn6dDSCJw0EEHRV2CSKTUB6TYqQ9IsVMfkGKnPhCupqYmJk6cqMGLXowcOZKJEyf2eaZKXmZgmNlk4EF3P97M9gP+Brycfvg8d3/LzH4GzAH+4O43pJ+X1bK4q66u5sADD+y4P2P5w1k9r+qmM/JVksig6toHRIqN+oAUO/UBKXbqA2HT4EXvWlpaGDFiRJ+fN+AzMMxsAnAXMDq96Gjgm+5elv56y8zOAYa4+3HAVDM7MNtlA11vFCZPnhx1CSKRUh+QYqc+IMVOfUCKnfqAFJKqqqpB32fX815kKx+HkCSA84G69P1jgCvM7Bkz+/f0sjLggfT3TwKlfVgWe9u3b4+6BJFIqQ9IsVMfkGKnPiDFTn1ABss999zDt7/97YyPNzY2csYZZ1BXV5dxnXxoa2vr1/MGfADD3evcfccuix4BjnP3Y4GDzOwwUrMzatKP1wGT+7CsEzO73MxWm9nqzZs3s2XLFjZv3kxNTQ3btm2jsrKSxsZG1q9fTzKZZO3atcC7l21Zu3YtyWSS9evX09jYSGVlJdu2baOmpob27VVVVVFfX09FRQVtbW2sW7eu0zbab8vLy2lubmbjxo3U1dVRXV1NbW0ttbW1VFdXU1dXx8aNGxkyZAjl5eWdnnvRAQkAzpuZYHiJc9q0JJNGOMfuk2TWWOfQCcmCblNzc/NubWq/XbduHW1tbVRUVFBfX09VVVUsclKb8tcmdw+uTSHmpDblr02tra3BtSnEnNSm/LWpqakpuDaFmJPalL821dfXB9emEHPqT5taWlpIJpM0NTWRSCSYsfzhAf1qaWmhra2NpqYmkskkjY2NuDs7d+4E6HTr7pSUlFBSUkJTUxNtbW20tLTQ2NjIwoULKS0t5eijj6auro4zzzyTRYsWcfzxx/PFL36x07YaGho6tam5uZnW1lZaW1tpbm4mkUh01NPQ0LBbHe3bcHcaGxtJJBIkEglaW1tJJBK75dSTvF1G1cxWunuZme3h7s3pZf8GPA0sAn7h7s+mDxOZTWpwotdl7v6tTPuMy2VUa2tr2WeffTru6xwYUmy69gGRYqM+IMVOfUCKnfpAuDZs2MCcOXM67mf7t162sv2bcMWKFZxwwgk88cQTVFVVcdFFF/Hiiy+yaNGijnWqq6u59NJLueuuu3jssce4+OKLB7TWnrS2tjJs2LDdXi/o+TKqg3EVkkfNbF8zGwV8EPhfYA3vHg4yD6jqw7LY0zWBpdipD0ixUx+QYqc+IMVOfUDyKZlM8i//8i+dTpJZUlLCFVdcQXNzMwBbtmxh6dKl/OhHP6K5uZkVK1YAkEgk+n14R19r7I+8XIWki+uBp4AW4Efu/qKZbQZWmdlU4HRS58nwLJfF3vjx46MuQSRS6gNS7NQHpNipD0ixUx+QfHr88cc54YQTGDlyZMeySZMmce6553Lbbbdx5ZVX8tBDD1FVVcWSJUtIJpNUVlZSVlZGIpHgoosu4vLLL89rjUOH9m8oIm8zMNy9LH37lLvPdvfD3P3W9LI6UifofBY40d13ZLssX/UOpjfffDPqEkQipT4gxU59QIqd+oAUO/UByadbbrmFpUuX7rb8yiuv5JZbbiGRSLBs2TJefvllnn76aR588EFOOOEEVq5cyapVq/I+eAGpQ0j6YzBmYHTL3bfx7hVG+rQs7qZPnx51CSKRUh+QYqc+IMVOfUCKnfqA5Et9fT0TJkzg/e9//26P7b333lx33XV8//vf584772TUqFFA6sSjr7zyCqWlqbM3NDQ0sHTpUj73uc/lrc7hw4f363mRDWAUs5deeom5c+dGXYZIZNQHpNipD0ixUx+QYqc+IPkyZswYfv7zn3fcb2tro6Tk3QMvLrzwQgA+//nPdyyrrq7m6quv5sEHHxy0OpuamjoGUPpCAxgR0IeVFDv1ASl26gNS7NQHpNipDxSPKK8k+ZOf/ISbb76Z22+/vcf1WltbB+XEnbvqz+AFDM5VSKSL9msEixQr9QEpduoDUuzUB6TYqQ/IYLjssst44YUXOProo3tcb9asWR1XIRksO3fu7NfzNIARgQULFkRdgkik1Aek2KkPSLFTH5Bipz4gxW706NH9ep4GMCKgEVcpduoDUuzUB6TYqQ9IsVMfkGKnGRgxohFXKXbqA1Ls1Aek2KkPSLFTH5BipxkYMbJu3bqoSxCJlPqAFDv1ASl26gNS7NQHpJBUVVUN+j4bGhr69TwNYETgkEMOiboEkUipD0ixUx+QYqc+IMVOfUAGyz333MPDDz+c8fHGxkbOOOMM6urqBrEqGDlyZL+ep8uoRuDll19m9uzZUZchEhn1ASl26gNS7NQHpNipDxSR6/Yc4O3t6NPq1dXVlJR0nreQSCQ45phjGDlyJNu3b+edd97hzDPP7HjshBNO4IYbbhiwkrvT1NTUr0EMDWBEYNq0aVGXIBIp9QEpduoDUuzUB6TYqQ9IviQSCZqbmxk1alTH/bFjxwKQTCZpaGhgxIgRPPfcc1RXV3PppZfy6KOP8thjj3HxxRcPWp3Dhw/v1/M0gBGBLVu2MGbMmKjLEImM+oAUO/UBKXbqA1Ls1AckX6qqqvjEJz7B0KGpP/VfffVVRo8ezbe//W0Ampub+clPfsK0adNYunQpt912G83NzaxYsYKLL76YRCKBu3c8P1/a2toYMmRIn5+nAYwI6MNKip36gBQ79QEpduoDUuzUByRfZs2axbPPPttx/+STT2b69Onccccdndb78Y9/TFVVFUuWLCGZTFJZWUlZWRmJRIKLLrqIyy+/PK91dj2sJVsawIhAa2tr1CWIREp9QIqd+oAUO/UBKXbqAzIY1q9fz+jRo3n77bd58cUXOfjggzseW7ZsGcuWLQNg06ZNXHXVVTz44IODVpu79+t5GsCIQDKZjLoEkUipD0ixUx+QYqc+IMVOfUDyrbm5mc9+9rPcfPPNjBw5kssuu4xHHnmEUaNGcfvtt3Prrbd2nCejpaWFV155hdLSUiB1idOlS5fyuc99LsomdEsDGBFof6OIFCv1ASl26gNS7NQHpNipD0g+VVRUsGzZMi666CLmzZsHwBVXXMGpp57KnXfeydKlS1m6dGnH+tXV1Vx99dWDOgOjoA4hMbPJwIPufryZTQd+DiSBl4FlwFTgb+n7AOe5+1tm9jNgDvAHd78hva3dlsXd22+/zYQJE6IuQyQy6gNS7NQHpNipD0ixUx8oIn287Gmu7r33Xr785S/zox/9iNNPP71j+fnnn8+IESM4+eSTWbVqFfvvv3/HY62trbS1tQ1qnW1tbf06UWj/hj16YGYTgLuA0elFy4B/cveTgPcAc4GjgW+6e1n66y0zOwcY4u7HAVPN7MDulg10vVGYOnVq1CWIREp9QIqd+oAUO/UBKXbqA5IvH/vYxygvL+80eNHuIx/5CBs2bOg0eAGpE3+uWLFikCpM6e9lVAd8AANIAOcDdQDu/hV335B+bCKwBTgGuMLMnjGzf08/VgY8kP7+SaA0w7LYe/XVV6MuQSRS6gNS7NQHpNj9/+3deXgc5Zn3++8tL3g3tvGKx6DYITZ4AVsEcAwIXpMQIJkA8cRDWAIBzJuTzHAy5w0mmSExkNgzZ8KE7CsMQzAOSwKZAAl7hoTlIGmsKMgKQiA0lgXCIFvIliWr+z5/dEtYspZWWa2S+vl9rquv7q6u5X669VOpHz1VpQxI6JQByZZRo0YxadKkHl8fP358j68NppaWlkjLDXgHhrs3uvtB42TM7FPAS+6+A3gEWOnupwDHmNlSUiM2atOzNwIze5jWdb1Xm1mRmRXV1dWxc+dO6urqqK2tpaGhgaqqKpqbmykvLyeZTFJSUgJAcXExACUlJSSTScrLy2lubqaqqoqGhgZqa2tpX191dTVNTU1UVFTQ1tZGaWlpp3W035eVldHS0kJlZSWNjY3U1NRQX19PfX09NTU1NDY2UllZSX5+PmVlZZ2WvWRBAoA1+QlG5zlnz00yfYxzyowk8yc6i6ckh3SbWlpaDmpT+31paSltbW1UVFTQ1NREdXX1sPic1KbstWnu3Lk516Zc/JzUpuy1aebMmTnXplz8nNSm7LVp6tSpOdemXPyc1KbstWnixIk516Zc/JyitKm1tZVkMsm+fftIJBK0tLSwf/9+9u/fT0tLC4lEgn379pFMJtm7dy8Ae/bs6XS/d+9e3J3m5uZO62htbaW1tZW2traOdTQ3N+PuB61jz549Hetor6etra1jHQfW076O3uoZ6Dbl5eWxf/9+EonEQZ9Tb6yvy5eYWR4wAdgLnAoUufu7vS6UWu5pdy9MP34f8AtgtbvvNrPD3L0l/do3gWeB04C73f359KEjC0l1WHSa5u7f6GmbBQUFXlRU1FdpsSspKWH58uUdz49e/1BGy1VvOjdbJYkMqq4ZEAmNMiChUwYkdMpA7tq2bRuLFi2Ku4whb8+ePYwfP77b98vMit29oLvlMhmBcQ+pQz7+DbgS+FV/CkufE+Nu4IoDRmb8zsxmm9k44CPAn4Fi3jtEZBlQ3cO0YU+/rCR0yoCEThmQ0CkDEjplQEIX9VCWTDowjnD3R4H3u/ungbH93MZ6YB7wHTN72sxOBzYATwHPAz90978ADwCXmNktwN8AD/UwbdhrH14kEiplQEKnDEjolAEJnTIg2bZhw4aOq4skEomO6d2de6L9sI7B1H5oSX9lct2Sd83sAaDYzM4B+jx8BKD98BF3vw64rptZFnaZv9HMCoGzgH9pH63R3bThbsWKFXGXIBIrZUBCpwxI6JQBCZ0yINl07733smfPHkaNGsXtt9/O5s2bGTFiBO7OlClT2LJlS6f5b7rpJt73vvdx5ZVXDlqNUUdgZNKBsQY41t1LzGwZqSuMZIW7N/DeVUd6nDbc6Zg3CZ0yIKFTBiR0yoCEThkIx5I7lgzo+souK+v19ZqaGjZu3MgzzzwDwOWXX87ll1/e6zIjR45kwoQJA1ZjJtrPgdFffR5C4u773L0k/bgUGNhPIEDHH3983CWIxEoZkNApAxI6ZUBCpwxItrz88svceuutXHPNNTz77LMZLbNnzx7efTejAy0GzLhx4yIt12cHhpk91mXSxkhbkg4VFRVxlyASK2VAQqcMSOiUAQmdMiDZsnr1atra2ti2bRvHHXccBQUFFBYWcuqpp7J06VJWrVrF+vXrOy3z0ksv8cILLwxqnfv27Yu0XI+HkJjZUuAE4EgzuzQ9eTwQbUvSIT8/P+4SRGKlDEjolAEJnTIgoVMGJFveeustrrrqKj75yU8yefJkioqKANi+fTvXXnst9913X6f5d+/eze7duzEz6uvrmTFjxqDUedhhh0VarrcRGNbN/dukrgYih2DHjh1xlyASK2VAQqcMSOiUAQmdMiDZ8stf/pJrrrkm4/m//e1vc/HFF7Nu3bqDRmZkU2tra6TleuzAcPdSd78D+JW7/4e73+Hu96RPqimHYOrUqXGXIBIrZUBCpwxI6JQBCZ0yINmybt06CgsLM5r32Wef5ZFHHuGaa67hE5/4BG+//Ta33nprdgtMGzkyk+uJHKzPc2AAN5lZAYCZfdbMRkfaknTYu3dv3CWIxEoZkNApAxI6ZUBCpwxINrn7QdMSiUSn51u2bOFzn/sc9913HyNGjADgzjvv5Be/+AWXXHIJb775ZlZrTCaTkZbLpNvjF8D9QBEwE7iL1KVVJaK8vEz6jURylzIgoVMGJHTKgIROGQhHX5c9zYaWlhZaWlo6nu/YsYPzzjuPK664AkidRPaBBx7giSeeYNq0aR3zTZo0iSeffJKvf/3r7Ny5k5kzZw567X3JpANjSvpQEtz9G2b2VJZrynmjRo2KuwSRWCkDEjplQEKnDEjolAHJplWrVrFq1aqO53PmzKGs7L2OlIULF7Jly5Zulx0zZgw33XRT1ms0s75n6kYmXX/bzew6MzvDzL4E1EfaknRoamqKuwSRWCkDEjplQEKnDEjolAEJXdRDSDLpwPgMsBf4ZPr+0l7nlj4dccQRcZcgEitlQEKnDEjolAEJnTIgocvaSTzdvQV4Cvg18ASg8U6HaPv27XGXIBIrZUBCpwxI6JQBCZ0yIKEb8MuotjOz7wAbgI3A+4DNkbYkHRYsWBB3CSKxUgYkdMqAhE4ZkNApAzKc9dX5UF1d3ec6xowZE2nbmRxCssTdLwR2uftDwORIW5IOL730UtwliMRKGZDQKQMSOmVAQqcMyGD47Gc/y6uvvspXv/pVHn300YNeP+644wDYt28fN998MzfffDMbN27sc71/93d/x7PPPtvta83NzZx77rk0Njb2uo7m5uYMWnCwTA48ecvMbgCmmNllwBuRtiQdli1bFncJIrFSBiR0yoCEThmQ0CkD4di2cNGArm9RxbZeX3/ssce46aabyMvLo7y8nH/6p39i1KhRfOlLX+Ib3/gGyWSSu+++m9mzZzNx4kQSiQStra08+uij3HLLLVx++eVcf/31QOpks2eddRbjx4+nra2ND3/4w3z5y19m5MiRTJw4sWObiUSCk08+mbFjx7Jr1y7effddPv7xj3e8dvrpp3PzzTd3qnPcuHGR2p9JB8alwNXAc8DhwOWRtiQdiouLWbFiRdxliMRGGZDQKQMSOmVAQqcMSLaceeaZnHnmmYwYMYK1a9d2TP/Wt75FYWEh+/fv57e//S0bN27kT3/6E6tXr+Zf//VfmTJlCgUFBYwfP75jmQkTJvDcc891PH/11Vf527/9W7Zu3UptbS0tLS1ceeWVXHDBBbz44ovU1NRw5ZVX8rvf/Y7HHnuMSy/t+fofe/bs6bStTPXZgeHuzcCt/Vmpmc0E7nP3U81sFPArYCrwU3e/7VCm9aeOoUq/rCR0yoCEThmQ0CkDEjplQLJlxIgRtLW19TrPxz72MSZMmMBVV13FE088wb59+7q9KsimTZt48sknaWtrY8SIEUyaNIn777+fK6+8khtuuIGHHnoIMwNg586dXHHFFfz4xz+mpaWFBx54gEsvvZREIoG7H7T+KJ0X0Ms5MMzsS+n7283stgNuPzCzVb0sNwW4A2iv6AtAkbuvBM4zs4mHOG3YKy4ujrsEkVgpAxI6ZUBCpwxI6JQByaYzzjiD1atX8/TTT3dM+4d/+AdWr17NunXrANiyZQttbW18/OMfp6mpibFjxx60nvXr1/OTn/yEyZMn8/DDD3PvvfcCqc6K6dOn8+677zJhwgQA7r//fqqrq7n44otZu3YtzzzzDIWFhRQWFnLbbQePQ9izZ0+ktvU2AuOO9P3XukwfB/wE6KkTIwF8Cngw/bwQWJ9+/CxQcIjTnuql5mFBPa4SOmVAQqcMSOiUAQmdMiDZ9MwzzwB0OoTkm9/8JoWFhQC88cYbvPzyy8yaNYsLL7yQsrIypk2b1u267rzzTj73uc/xs5/9jLFjx3LZZZexZ88exo4dy7vvvtsxkmLdunUdnSPbt2/n2muv5b777uuxxgEfgeHub6bvX+9y2waM6GW5RnfffWBtQG36cSMw8xCndWJmV5tZkZkV1dXVsXPnTurq6qitraWhoYGqqiqam5spLy8nmUxSUlICvNfrWVJSQjKZpLy8nObmZqqqqmhoaKC2tpb29VVXV9PU1ERFRQVtbW2UlpZ2Wkf7fVlZGS0tLVRWVtLY2EhNTQ319fXU19dTU1NDY2MjlZWVbN26lbKysk7LXrIgAcCa/ASj85yz5yaZPsY5ZUaS+ROdxVOSQ7pNLS0tB7Wp/b60tJS2tjYqKipoamqiurp6WHxOalP22lRSUpJzbcrFz0ltyl6bXnzxxZxrUy5+TmpT9tr0wgsv5FybcvFzUpuy16bnnnsu59qUi59TlDa1traSTCbZt28fiUTqO95Aam1tpa2tjX379pFMJmlubsbdO0Y0fO9732PVqlWceuqpPPnkk+zbtw935+///u85/fTTWblyJT/84Q/5/Oc/j7tz6aWX8tprr3Hcccexd+9e4L3REWVlZWzevJlXXnmFiooKbrzxRv77v/+bxYsXs3//fnbv3s3o0aP56U9/ygknnMCqVatYuXIlF1xwAU899VTH8+XLl3PLLbfg7jQ3N5NIJGhqamL//v0kEomDPqfemLv3+00zs1Huvr+PeZ5290IzexBY5+5vmNkXSV3F5FNRp7n75p62WVBQ4EVFRf1uz2BraWnhsMMO63h+9PqHMlquetO52SpJZFB1zYBIaJQBCZ0yIKFTBnLXtm3bWLTovSuPDPZVSA60du1aNm7cyF133cWqVas6RmC4O2bGiSeeyAsvvMDq1avZvHkzs2bN4qSTTuKee+7h+eef54QTTuDnP/85J510EosWLaK0tJRvfetb3HbbbcyfP5+1a9eyadMmjj766E7bramp4Ytf/GKvIzCSySR5eXkHvV8AZlbs7gXdLdfnSTwtdVaOjwHzgWrgwb46L7ooJnW4yX3AMuD5Q5w27NXU1PD+978/7jJEYqMMSOiUAQmdMiChUwbC0Z8Oh4GWSCRoaWmhra2t04k920+8uWfPHh588EE+9KEPMWvWLACmT5/OBRdcwNVXX80xxxzDjTfe2LHcPffcwxVXXMG8efM444wzyM/PP6jzAmD//v19nki0tbWVMWPG9LtNfY7AMLPNpA7fKAGWAjPc/W/6XPF7IzCOAh4GHgdWAicDc6NOc/cex+EMlxEYjY2NTJo0qeO5RmBIaLpmQCQ0yoCEThmQ0CkDuau7EQVDXfuIjL60j5oYCIlEghEjRvR7BEYmW5/j7te4+4/d/fPAjEwKcvfC9P3rwFnAH4HV7p44lGmZbHuo27VrV9wliMRKGZDQKQMSOmVAQqcMyFCSSecFMGCdF0CfIzR60uMhJGZ2WvrhbjP7R+AFYAXQ7+uduPsO4J6BmjbcRRkqI5JLlAEJnTIgoVMGJHTKQG7LdERDyPLy8ohyPs7ezoFxRvq+hNRVR04BDPj/+r0VERERERERkRw3ZswY3n77baZNm6ZOjF64O2+//Xa/O/N67MBw9w2QuuIIcAWwCPgz8O/RyxSAffv2xV2CSKyUAQmdMiChUwYkdMpA7po7dy7bt2/nrbfeiruUIa2trY0JEyYwd+7cfi3X51VIgNuAl4FHSJ1Y83bgkn5XKB0OP/zwuEsYMJmcgHQonnxUJ06NVy5lQCQKZUBCpwxI6JSB3DVq1Cjy8/PjLmPIi3oi20zOwvFX7n6Tu/8uPSpjXr+3Ip28+eabcZcgEitlQEKnDEjolAEJnTIgoYuagUxGYOwws+tJncTzZKA20pakw7x56gOSsCkDEjplQEKnDEjolAEJXdQMZDIC4zNAI3AhsCv9XA7Byy+/HHcJIrFSBiR0yoCEThmQ0CkDErqoGehzBIa7twLfi7R26daSJUviLkEkVsqAhE4ZkNApAxI6ZUBCFzUDmYzAkAFWXFwcdwkisVIGJHTKgIROGZDQKQMSuqgZyOQcGDLAVqxYEXcJMowN1yu/HEgZkNApAxI6ZUBCpwxI6KJmQCMwYqAeVwmdMiChUwYkdMqAhE4ZkNBFzYA6MGKgHlcJnTIgoVMGJHTKgIROGZDQDfgIDDP76/T9tIg1SQ9KS0vjLkEkVsqAhE4ZkNApAxI6ZUBCFzUDvY3A+Pv0/b2R1iw9Ou644+IuQSRWyoCEThmQ0CkDEjplQEIXNQO9dWC4md0I5JvZDQfeIm1JOrzyyitxlyASK2VAQqcMSOiUAQmdMiChi5qB3q5Ccj6wDPgY8PtIa5duzZ07N+4SRGKlDEjolAEJnTIgoVMGJHRRM9DjCAx3b3T3Z4Db3f33B976uxEz+99m9nT6ttXMfmZmNQdMW5Keb4OZvWhm3z1g2YOmDXc7d+6MuwSRWCkDEjplQEKnDEjolAEJXdQMZHIVkh+Y2dVm9m9mdqWZ9TZqo1vu/gN3L3T3QuAZ4PvA3e3T3L3MzAqAVcAHge1mtrq7af3d9lA0YcKEuEsQiZUyIKFTBiR0yoCEThmQ0EXNQCYdGLcBs4DfAkcCt0faEmBmRwIzgZOA883sD2Z2V7pT5DTgfnd34HHg1B6mDXv79++PuwSRWCkDEjplQEKnDEjolAEJXdQMZNKB8VfufqO7/87dNwB/FWlLKf8X8APgReB0d18F7ALOAcYDten5Gkl1dHQ3rZP06JAiMyuqq6tj586d1NXVUVtbS0NDA1VVVTQ3N1NeXk4ymaSkpASA4uJiAEpKSkgmk5SXl9Pc3ExVVRUNDQ3U1tbSvr7q6mqampqoqKigra2t45Iv7etovy8rK6OlpYXKykoaGxupqamhvr6e+vp6ampqaGxspLKykpaWFsrKyjote8mCBABr8hOMznPOnptk+hjnlBlJ5k90Fk9JDsk2zR7nnDknyfiRzvlHJTq1pf2+tLSUtrY2KioqaGpqorq6OvbPafzIVN2zxzknTk/ygcmp24nTk53a1PVzar+Pu01d3+Pzj0p0alN/fvYGq03n/fN/8r++/hv+9pb/5LpfvMg13/1Pjvnyb/g/P/o1R69/iH/6aep+IPI0VD6ngfwdoTblVpsaGxtzrk25+DmpTdlrU0NDQ861KRc/J7Upe21qX08utSkXPye1KXttevPNN3tsU28sNbihlxnMNgNlwAvAycBid7+o14W6X08e8Ed3P8XMDnP3lvT0LwCjgSRQ5+5bzGw5cA2wres0d7+6p20UFBR4UVFRf0sbdA0NDUyZMqXj+dHrH8pouepN52arpMgyqX241g3Dt/ahXve8CU5Nk3U731CsXWSgdd0PiIRGGZDQKQMSut4yYGbF7l7Q3WuZjMD4DKnRDxeSGi3xmUgVpg7/eCH9+E4zW2ZmI0hd7aQUKCZ1vgtIXf2kuodpw94777wTdwkisTp6Qu8dpyK5TvsBCZ0yIKFTBiR0UTPQ5wk53b0V+F6ktXf2EeC/0o9vBDYDBvza3R9Pj9DYaGa3Amenb693M23YmzNnTrQFvzY5g3l2R1u3yCD60zvdj74QCUXk/YBIjlAGJHTKgIQuagYyGYExINz9y+7+y/TjP7v7Undf4u5fSU9LAqtJXaXko+7+WnfTBqvebHrttZxohkhkq2Yl4y5BJFbaD0jolAEJnTIgoYuagX5fEjWb3L0ZuK+vacPdwoUL4y5BJFYP1wxa36nIkKT9gIROGZDQKQMSuqgZ0LeIGGzdujXuEkRitXa+RmBI2LQfkNApAxI6ZUBCFzUD6sCIwfLly+MuQSRWm6tGxF2CSKy0H5DQKQMSOmVAQhc1A+rAiEH7tXBFQnXxgkTcJYjESvsBCZ0yIKFTBiR0UTPQZweGmT0Sac3SoxUrVsRdgkisfv6KRmBI2LQfkNApAxI6ZUBCFzUDmYzAKDOzv460dulWSUlJ3CWIxOqi+RqBIWHTfkBCpwxI6JQBCV3UDGRyFZITgS+YWRmwB3B3PzPS1gSA448/Pu4SRGK1pUpHr0nYtB+Q0CkDEjplQEIXNQN9dmC4+xmR1iw9qqio4Nhjj427DJHYnDMvyW9qhs9hJEevf6jPeao3nTsIlUiu0H5AQqcMSOiUAQld1AxkMgIDM1sMHAnUAP/j7k393pJ0yM/Pj7sEkVj94Q2NwJCwaT8goVMGJHTKgIQuagYyOYnnd4ANwEbgfcDmSFuSDjt27Ii7BJFYLZ3qcZcgEivtByR0yoCEThmQ0EXNQCb/Bl3i7hcCu9z9IWBypC1Jh6lTp8Zdgkisqpss7hJEYqX9gIROGZDQKQMSuqgZyKQD4y0zuwGYYmaXAW9E2pJ02Lt3b9wliMRq2mEagSFh035AQqcMSOiUAQld1Axk0oFxKbAbeI7U6IvLI21JOuTl6fh/Cdv+ZNwViMRL+wEJnTIgoVMGJHRRM5DJVUiazewpUifwrHZ3dRceolGjRsVdgkismtt0CImETfsBCZ0yIKFTBiR0UTOQyUk8vwn8M3AicJOZfTvSlqRDU5Mu4iJhmzFWh5BI2LQfkNApAxI6ZUBCFzUDmVxG9SR3X9X+xMz+EGlL0uGII46IuwSRWL3SqBEYg+Ho9Q9lNF/1pnOzXIl0pf2AhE4ZkNApAxK6qBnocQSGmc0zs3nAdjO72Mzeb2Zr6edJPM1spJnVmNnT6dsSM9tgZi+a2XcPmC+jablg+/btcZcgEqsVR2gEhoRN+wEJnTIgoVMGJHRRM9DbISQb0rdm4EzgeuDDQGM/t7EUuNvdC929EDgMWAV8kFTnyGozK8hkWj+3O2QtWLAg7hJEYvXkDo3AkLBpPyChUwYkdMqAhC5qBnrswHD3y939cmBrepKlb/11MnC+mf3BzO4i1Rlyv7s78DhwKnBahtNywksvvRR3CSKx+uujdBkSCZv2AxI6ZUBCpwxI6KJmIJNrl6wFbgK+mr59rZ/beBE4PX0ejV3AWKA2/VojMBMYn+G0g5jZ1WZWZGZFdXV17Ny5k7q6Ompra2loaKCqqorm5mbKy8tJJpOUlJQAUFxcDEBJSQnJZJLy8nKam5upqqqioaGB2tpa2tdXXV1NU1MTFRUVtLW1UVpa2mkd7fdlZWW0tLRQWVlJY2MjNTU11NfXU19fT01NDY2NjVRWVrJw4ULKyso6LXvJggQAa/ITjM5zzp6bZPoY55QZSeZPdBZPSVJ7+Ek0jHsfVdPPonnUVMpnryFJHiXzrkqt66h1g96m2eOcM+ckGT/SOf+oRKe2tN+XlpbS1tZGRUUFTU1NVFdXx/45jR+Zqnv2OOfE6Uk+MDl1O3F6slObun5O7fdxt6nre3z+UYlOberpZ6+lpSW2Ni2ekvpZPmVGkqfr8jh7bpLRec6a/M5t6W+eBqNNeTjnzUtw+GjntFlJ5k1wTpiW7NSmgfwdMVBtOm9egjyci+an3tuL0+/xRfMTndo0GL/34vzZG4ptmjdvXs61KRc/J7Upe22aPXt2zrUpFz8ntSl7bTriiCNyrk25+DmpTdlr0+TJk3tsU28sNcChlxnMHgCWAK+TGoHh7n5mrwt1Xv4wd29JP/4CMBqodfctZrYcuAbYBtT1Nc3dr+5tWwUFBV5UVJRpabEpLi5mxYoVHc8zPtHemIv6nulru6OWFUkmtQ/FEwQO55Mb5sJ7fsmCBHe+MqLb+YZ67T0ZrnXD0Kw913XdD4iERhmQ0CkDErreMmBmxe5e0N1rmYzAGAUscfcz3f2M/nRepN1pZsvMbARwPqmRFe1XNVkGVAPFGU7LCfplJaHrqfNCJBTaD0jolAEJnTIgoYuagUw6MGYCL5rZk+23fm7jRuBOUufSeA64GTjBzG4F1gN3A3/IcFpOaB9GIxKq9sNFREKl/YCEThmQ0CkDErqoGRiZwTzfibTmNHf/M6krkXRIX1HkXOBWd3+tP9NygXpcJXQagSGh035AQqcMSOiUAQldNkdgtBtL6hCQQ74aiLs3u/t97v5qf6flgvYTm4iEqv2EryKh0n5AQqcMSOiUAQld1Az0OQLD3e844OkPzez7kbYkHY455pi4SxCJ1aO1/ek7Fck92g9I6JQBCZ0yIKGLmoE+v0WY2WkH3M4Djou0JelQU1MTdwkisTppRu9XPxLJddoPSOiUAQmdMiChi5qBTM6BcQbQ/m2jFfjfkbYkHWbOnBl3CSKx2rbL4i5BJFbaD0jolAEJnTIgoYuagR5HYJjZDWZ2Q/vT9P1o4JORtiQddu3aFXcJIrGaO14jMCRs2g9I6JQBCZ0yIKGLmoHeRmAc+C9SJzUS43TgaVKXRpWIxowZE3cJIrFqbI27Ahnqjl7/UJ/zVG86dxAqyQ7tByR0yoCEThmQ0EXNQI8dGO6+wcxGAxcD64AKYLm7b420JRERERERERGRiHo7hOQbwP8Anwb+GfgRMM7MVg5SbTlr3759cZcgEqtJo+OuQCRe2g9I6JQBCZ0yIKGLmoHeDiGZDTycfvyxA6Y78GykrQkAhx9+eNwliMRq+x6dxFPCpv2AhE4ZkNApAxK6qBno7RCSy6MWI7178803mTRpUtxliMRm0eFO3V51Yki4tB+Q0CkDEjplQEIXNQM9HkIi2TNv3ry4SxCJ1Qv16ryQsGk/IKFTBiR0yoCELmoG1IERg5dffjnuEkRi9eEjk3GXIBIr7QckdMqAhE4ZkNBFzUBv58CQLFmyZEncJQyur03OYJ7d2a9DhoxfvT4i7hJEYhXcfkCkC2VAQqcMSOiiZkAdGDEoLi5mxYoVcZchEptLFiS48xV1YkhuOnr9Q33Oc/+aWdoPSND0t5CEThmQ0EXNgDowYqBfVuHZtnBRRvMtqtiW5UqGBnVeSOi0H5DQKQMSOmVAQhc1A+rAiEE2e1yX3NH3UJyyy8qysm2RTGkEhoRO/3mT0CkDEjplQEI3ZEdgmNlkYEt6W03Ap4BXgFfTs3zB3cvMbANwDvCCu38+vexB03KBflkNIzp/R1ao80JCp/2AhE4ZkNApAxK6oTwC49PALe7+mJn9AFgP3O3u17XPYGYFwCrgg8B1ZrYa2NV1mrs/Pgj1Zl1paSnLli2Lu4xhKZNDMUI5DKNXQ7zjZU1+gntfUyeGhEv7AQmdMiChUwYkdFEzkPUODHf//gFPpwP/A5xvZh8CXgcuA04D7nd3N7PHgY8Bu7uZlhMdGMcdd1zcJYhkLBudRg++3ssVnId454vIQNB+QEKnDEjolAEJXdQM9PItYmCZ2SnAFOAx4HR3X0VqlMU5wHigNj1rIzCzh2ndrfdqMysys6K6ujp27txJXV0dtbW1NDQ0UFVVRXNzM+Xl5SSTSUpKSoDUMTcAJSUlJJNJysvLaW5upqqqioaGBmpra2lfX3V1NU1NTVRUVNDW1kZpaWmndbTfl5WV0dLSQmVlJY2NjdTU1FBfX099fT01NTU0NjZSWVlJRUUFZWVlnZa9ZEECSP1nenSec/bcJNPHOKfMSDJ/orN4SpLaw0+iYdz7qJp+Fs2jplI+ew1J8iiZd1VqXUetA+CCcReQRx5njTmLyTaZk0efzJEjjmTxqMUsHLlwQNs0e5xz5pwk40c65x+V6NSW9vvSuZfRlncYFbM+QdNhM6meVsjO8R+gbtIJ77Upw8/prbM/wv7Jk2lYuZLmuXN5d+lSmhYtYm9+Prs++EFap03LqE3jR6bqnj3OOXF6kg9MTt1OnJ7s1KayIy/q9N6233dqU1MT1dXVvf7seV4eb6xZA0Ddp/4GgDfWrMHz8jq1KdOfva7v8flHJTq1qWbqKuonLqZ+4mJqpq6iccxcKmecQ8vIie+1qcv7UlpaSltbGxUVFZ3a1LRoEe8uXUrz3Lk0rFzJ/smTeevsj3RqUyZ5Wjwl9bN8yowk581LcvbcJKPznDX5ndvS/h6XHXkRLSMnUjnjHBrHzO3cpgPy1NLSclCe+mpTf39H5OGcNy/B4aOd02YlmTfBOWFaslObBvJ3xEC16bx5CfJwLpqfem8vTr/HF81PdGrTYPze62+b2n/vnTAt9X6fNivJ4aP9oDbF+bu8tzb19rv8hGlJysrKhuT+aTDypDapTfX19ZSWluZcm3Lxc1KbstemkpKSnGtTLn5OalP22lRUVNRjm3pj7t7rDAPBzKYCjwIXAm+4e0t6+heA0UASqHP3LWa2HLgG2NZ1mrtf3dt2CgoKvKioKJtNGRBNTU1MmDCh43kml9wDqB5zUZ/zLMmf1+c8A3kSz0xqz6TuTP+jPlCjAQbyPc+k9oG8CkkuvOfTxzhv7bNu5xvI2gdKRu/5pnMHoZL+yfjnfJjWPhTrhsxq//M/nt5pPyASmq5/C4mERhmQ0PWWATMrdveC7l4bjJN4jgbuAa5399fN7B4z+zrwZ+B84BtAK/A3pE72uQyoBoq7mZYTdu7cGesvLJ1HQuK2YFLPHRjDViaHvoAOfxEg/v1Ad4Zzp5EMP0MxAyKDSRmQ0EXNwGCcxPOzwArgK2b2FeAp4E7AgF+7++NmlgdsNLNbgbPTt9e7mZYT9MtKQlffnP3Oi4Ec9ZLzdN6RQaf9gIROGZDQKQMSuqgZGIyTeP4A+EGXyRu6zJNMX3nkXOBWd38NoLtpuWD//v1xlyASq7EjnVQfpkiYtB+Q0CkDEjplQEIXNQODMQIjI+7eDNzX17RckEwm4y5BJFajBu30wSJDk/YDEjplQEKnDEjoomZgyHRghGTcuHFxlyASq7dbDm30xZI7lvQ5zz2HtAWR7NJ+QEKnDEjolAEJXdQMqAMjBu+88w5TpkyJuwwZIPoy3X9HT3BqmnQIiRyiYXziVO0HJHTKgIROGZDQRc2AOjBiMGfOnLhLEMmo4wWy0/nyp3fUeSFh035gYOkKKsOPMiChUwYkdFEzoCPRY/DaazlzPlKRSFbN0nGfEjbtByR0yoCEThmQ0EXNgEZgxGDhwoVxlyASq4dr1HcqYVt4z4eAPjryhuChLzKwQh45or+FJHTKgIQuagb0LSIGW7dujbsEkVitna8RGBK2rfM+G3cJIrHS30ISOmVAQhc1AxqBEYPly5fHXYJIrDZXjYi7BJFYLa/5SdwlRDOMT5wqQ4v+FpLQKQMSuqgZUAdGDIqLi1mxYkXcZYjE5uIFCX7+SpidGBldtWZjW5/zLKrYNhDlSEyKj1rHitd/FHcZIrHR30ISOmVAQhc1A+rAiIF+WR0szitiyOALtfNCpJ06L2KQyegRjRzJ2KGev0N/C0nolAEJXdQMqAMjBiUlJRo2JkG7aH5Ch5HkoG0LF2U0n0aPQMm8q4bvYSQiA0B/C0nolAEJXdQMqAMjBscff3zcJYjEakuVzh8sYTu+5mdxlyDDRY6edySuv4UyGTkCuXv1Fxk69H1AQhc1A+rAiEFFRQXHHnts3GWIxOaceUl+U6MRGMNJRufuGIQ6ckXF7As5tu7euMsQya5eOl8qZq9JZWCYdbzEKeTL7uYifR+Q0EXNgDowYpCfnx93CSKx+sMbGoEhYcvf+UTcJYjEashnQOdMkSzT9wEJXdQMqAMjBjt27GD+/PlxlyESm6VTnf96w+IuQ6RDJufvGMhzd+w4fAXz33pswNYnMtwoA1mijpdhQ98HJHRRM6AOjBhMnTo17hJEYlXdpM4LGTxD8fCXqXuqBnmLIkOLMhCOjM87Muaivmcaip0vETuN9H1AQhc1A8OiA8PMfgYsAh5295vjrudQ7d27lylTpsRdhkhsph3m1KgTQwK2d/R0pux9tdd5Mup42diW0fZ05RcZajLJgEgu0/cBCV3UDAz5DgwzuwAY4e4rzez7ZvZ+d6+Mu65DkZen4/8lbPuTcVcgEq+8ZGvcJcRusA/bkaFFGZDhIKMTp46Jtm59H5DQRc3AkO/AAAp5b3Tvk8AqYFh3YIwaNSruEkRi1dym0RcStlGJvXGXkFVD8bCdgTRcO1+GUt39zcBQql1kIOj7gIQuagbM3Qe4lIGVPnzk2+5eamYfBpa7+6YDXr8auDr99APAX2Ios7+OAHbGXYRIjJQBCZ0yIKFTBiR0yoCErrcMHOXu07t7YTiMwGgCxqYfTwA6jTVx9x8DPx7sog6FmRW5e0HcdYjERRmQ0CkDEjplQEKnDEjoomZgOBx8VUzqsBGAZUB1fKWIiIiIiIiISByGwwiMB4BnzGwO8FHg5HjLEREREREREZHBNuRHYLh7I6kTeT4PnOHuQ/AC0P02rA55EckCZUBCpwxI6JQBCZ0yIKGLlIEhfxJPEREREREREZEhPwJDREREREREREQdGIPIzH5mZs+a2T/GXYvIYDGzkWZWY2ZPp29LzGyDmb1oZt+Nuz6RbDKzmWb2TPrxKDP7TXo/cEVP00RySZcMHGlm2w/YH0xPT9ffR5KTzGyymT1iZo+Z2a/MbHR3P+/KgOSqHjLQ6XtBer6MvxuoA2OQmNkFwAh3XwnMMbP3x12TyCBZCtzt7oXuXggcRurKQh8EtpvZ6jiLE8kWM5sC3AGMT0/6AlCU3g+cZ2YTe5gmkhO6ycBJwNfb9wfu/pb+PpIc92ngFnc/C3gDWEuXn3dlQHJc1wys54DvBe5eZmYF9OO7gTowBk8hcE/68ZO8d2lYkVx3MnC+mf3BzO4CzgTu99QJeB4HTo21OpHsSQCfAhrTzwt5bz/wLFDQwzSRXNE1AycDnzOz58zs39LTCtHfR5Kj3P377v5Y+ul04GIO/nkv7GaaSE7oJgNtHPC9wMxGAqfRj+8G6sAYPOOB2vTjRmBmjLWIDKYXgdPdfRWwCxiLsiABcPfGLlfO6m4/oH2D5KxuMvAIsNLdTwGOMbOlKAMSADM7BZgC/A/aD0iADsjAY3T+XnAO/cyAOjAGTxOpL24AE9B7L+H4k7vXpR9XoCxIuLr72VceJCTPuvu76ccVwPtRBiTHmdlU4DvAFWg/IAHqkoGu3wv6vR9QQAZPMe8NCVsGVMdXisigutPMlpnZCOB8Ur2syoKEqLv9gPYNEpLfmdlsMxsHfAT4M8qA5DAzG03q8JDr3f11tB+QwHSTga7fC0rpZwZGZq9c6eIB4BkzmwN8lNRxoCIhuBHYDBjwa+BmUlm4FTg7fRMJwR3Aw2Z2KnAs8AKpIZNdp4nkqg3AU0Ar8EN3/4uZ1aG/jyR3fRZYAXzFzL4C3A5c0uXn3VEGJHd1zcBTwJ2kvxe4++NmlgdszPS7gaXOlSGDIX027rOA/3L3N+KuRyQuZjYWOBcocfdX465HZLCk/0BdBfyu/dwA3U0TCYn+PpKQdPfzrgxI6Prz3UAdGCIiIiIiIiIy5OkcGCIiIiIiIiIy5KkDQ0RERERERESGPHVgiIiIiIiIiMiQpw4MERERkSwzs5PNrMjMnjaz/B7medDM/mBm1w5yeSIiIsOCOjBEREQkY2Y22swui7uOYWgM8F13L3T317qbwd3/GrgYOHwwCxMRERku1IEhIiIyjJnZv5vZ1vR/96+KsPzxZnb8Ac+/ZmaFvSzyGeCpnrZrZrPMbH0G2y00s6P7W++hSI9+eC5d83cGc9siIiJy6NSBISIiMvx9HvgI8FUzW9rPZY9P3/pkZuOBI9y9pqftuvsb7r4pg9UVAkf3s9aBsMbdC4DFZrYohu2LiIhIROrAEBERyQHu/jbwEHCamc00s0fM7Fkzux46Rmr80sz+aGbfTU/bCKwH1pvZEwes7iwz+316hMWsA6Z/FvhZT9tNr/NoM/v39tfNbIaZPZU+t8OP0tNuJzWS41tmdld62pz0CInfm9nXD6j5BjN7Jt2WsWZ2hJn9Jj2S4g4zy+uuvb0xs5GkDuloNbMl6ffkj2b2ufTrT5vZ/0mv79eWcqyZPZ++/YeZfdzMjkm37QUzuzTDj6r9PSpLjwS508xeMrMPZrq8iIhIqNSBISIikjveJnX+hOuBX7j7SuATZjYt/fp97v4hIN/MVrj79cAmYJO7/68D1rPA3U8HNgNnApjZ4cBh7v5mL9vtzqlAmbuvAh43szx3vxz4d+Bad/90er4jgX8EzgU+dsDyE9z9VGArcALwZeAudz8FeAk4qpf2dudeoBb4lbtXATOBdcDHSXWqtNuTXt9IYDapkSbfAf4B2O3uvwb+BdiQbuN1Zma9bLert4HrgARwC6DRICIiIn0YGXcBIiIiMmCmAtuBDwGnmNlngPHAnPTrxen7P5E6fKOY7v1H+r4eGJ1+fCXw0z62251HgDPN7DHgeXe/t4f52oCvAk3AxAOm39GlloXA99LT/t/0/Qc4uL1v97CdNaQ6SirTz41UR8ROYFQv260i1XmyD7g2/doxpDowHBhBqhOnoYftdlVNqvOi/b4/nR8iIiJB0ggMERGRHJAeIfFR4EngL8B6dy8kNcLinfRs7YcpHA+8kn7cDIxLr6P9S/SeLuueAex394O+nHfZbndOAe5097NIdWTM72G7XwQ2kuoo8QOW71QLUAGcmH78Y2B1L+3tyb8B/3f68Q3AVcCXSHVCAODuXbf7CeCj6auIbE1Pexn4THq73wVa+9iuiIiIHAJ1YIiIiAx/3wF+C1zn7hWkvsT/P2b2R+BsoP2wj/PS0yrcvTQ97THggvT0U3tY/0Hnvuhhu92pAv7FzJ4jNZrh9fT0+0mde+N5YD7wG+CHwK+BvWZ2ZA/r2whcama/Tz9/vJf2dsvd/wI0pM878Uvg4XT7RpnZmB4WKwb+aGaPmdmPzGwiqfOH/CTdhvxuOj1ERERkAJm79z2XiIiIDGvpE2t+zd2rIyw7w93rB7yoYSR9AtJ8YD+pQz6udvc3+rH8yaRGaTQBl7v7a93M8yAwjdS5Sr41EHWLiIjkEnVgiIiIiIiIiMiQp0NIRERERERERGTIUweGiIiIiIiIiAx56sAQERERERERkSFPHRgiIiIiIiIiMuSpA0NEREREREREhjx1YIiIiIiIiIjIkPf/Ay7yON6oMYonAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1080x1080 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import math\n",
    "import warnings\n",
    "import numpy as np\n",
    "import os\n",
    "from matplotlib import pyplot as plt\n",
    "from mplfonts.bin.cli import init as init_fonts\n",
    "\n",
    "\n",
    "def print_json(data):\n",
    "    # json 是由多个对象组成的 array, 可以用循环+pop迭代出每个对象\n",
    "    while data.__len__() != 0:\n",
    "        \"\"\"\n",
    "        {\n",
    "          \"type\": \"Cyclist\",\n",
    "          \"occluded_state\": \"0\",\n",
    "          \"truncated_state\": \"1\",\n",
    "          \"alpha\": \"0\",\n",
    "          \"2d_box\": {\n",
    "            \"xmin\": \"1528.72644\",\n",
    "            \"ymin\": \"289.33963\",\n",
    "            \"xmax\": \"1597.9943839999999\",\n",
    "            \"ymax\": \"365.06311\"\n",
    "          },\n",
    "          \"3d_dimensions\": { \"h\": \"1.648045\", \"w\": \"0.761443\", \"l\": \"1.367346\" },\n",
    "          \"3d_location\": { \"x\": \"53.078157\", \"y\": \"-19.375766\", \"z\": \"-0.835138\" },\n",
    "          \"rotation\": \"1.6607585677685388\"\n",
    "        }\n",
    "        \"\"\"\n",
    "        pop = data.pop()\n",
    "\n",
    "        print(f'type: {pop[\"type\"]}\\\n",
    "              occluded_state: {pop[\"occluded_state\"]}\\\n",
    "              truncated_state: {pop[\"truncated_state\"]}\\\n",
    "              alpha: {pop[\"alpha\"]}\\\n",
    "              2d_box: {pop[\"2d_box\"]}\\\n",
    "              3d_dimensions: {pop[\"3d_dimensions\"]}\\\n",
    "              3d_location: {pop[\"3d_location\"]}\\\n",
    "              rotation: {pop[\"rotation\"]}\\\n",
    "            '                          )\n",
    "\n",
    "\n",
    "def counter(data):\n",
    "    hashmap = {}\n",
    "    while data.__len__() != 0:\n",
    "        value = data.pop()[\"type\"]\n",
    "        if hashmap.get(value) is None:\n",
    "            hashmap[value] = 0\n",
    "        hashmap[value] += 1\n",
    "    return hashmap\n",
    "\n",
    "\n",
    "def depth_distribution_deprecated(data):\n",
    "    # 废弃的, 手动划分距离区域, 后来发现 plt.hist() 可以直接划分\n",
    "    warnings.warn(\"some_old_function is deprecated\", DeprecationWarning)\n",
    "\n",
    "    # 0 20 40 60 80 100 120 140(>=140的所有)\n",
    "    depth = np.zeros((4, 8))\n",
    "\n",
    "    while data.__len__() != 0:\n",
    "        pop = data.pop()\n",
    "\n",
    "        _type = pop[\"type\"]\n",
    "        index_1 = -1\n",
    "        if _type in [\"Car\"]:\n",
    "            index_1 = 0\n",
    "        elif _type in [\"Van\", \"Truck\", \"Bus\"]:\n",
    "            index_1 = 1\n",
    "        elif _type in [\"Pedestrian\"]:\n",
    "            index_1 = 2\n",
    "        elif _type in [\"Cyclist\", \"Motorcyclist\", \"Barrow\", \"Tricyclist\"]:\n",
    "            index_1 = 3\n",
    "\n",
    "        # 不属于四大类, 比如 Trafficcone\n",
    "        if index_1 == -1:\n",
    "            continue\n",
    "\n",
    "        _3d_location = pop[\"3d_location\"]\n",
    "        # 化整加快计算\n",
    "        x = round(float(_3d_location[\"x\"]))\n",
    "        y = round(float(_3d_location[\"y\"]))\n",
    "        distance = math.sqrt(x * x + y * y)\n",
    "\n",
    "        # 把 >= 140 的所有值囊括\n",
    "        index_2 = distance // 20 if distance // 20 <= 7 else 7\n",
    "\n",
    "        depth[index_1][int(index_2)] += 1\n",
    "\n",
    "    # 上/下 分别为 距离/个数\n",
    "    # 0 20 40 60 80 100 120 140(>=140的所有)\n",
    "    #              |\n",
    "    #              v\n",
    "    # [[3. 6. 4. 5. 9. 6. 3. 3.]    小车\n",
    "    #  [0. 0. 0. 0. 0. 2. 0. 0.]    大车\n",
    "    #  [0. 0. 3. 0. 0. 0. 0. 0.]    行人\n",
    "    #  [0. 0. 4. 3. 2. 0. 0. 0.]]   非机动车\n",
    "    return depth\n",
    "\n",
    "\n",
    "def depth_distribution(file, pre_depth_category, division):\n",
    "    # list append 效率高, 用来存储距离信息\n",
    "    depth_category = pre_depth_category if pre_depth_category else [\n",
    "        list() for _ in range(4)\n",
    "    ]\n",
    "\n",
    "    while file.__len__() != 0:\n",
    "        pop = file.pop()\n",
    "\n",
    "        _3d_location = pop[\"3d_location\"]\n",
    "        # 化整加快计算\n",
    "        x = round(float(_3d_location[\"x\"]) / division)\n",
    "        y = round(float(_3d_location[\"y\"]) / division)\n",
    "        distance = round(math.sqrt(x * x + y * y))\n",
    "\n",
    "        _type = pop[\"type\"].lower()\n",
    "        if _type in [\"car\"]:\n",
    "            depth_category[0].append(distance)\n",
    "        elif _type in [\"van\", \"truck\", \"bus\"]:\n",
    "            depth_category[1].append(distance)\n",
    "        elif _type in [\"pedestrian\"]:\n",
    "            depth_category[2].append(distance)\n",
    "        elif _type in [\"cyclist\", \"motorcyclist\", \"barrow\", \"tricyclist\"]:\n",
    "            depth_category[3].append(distance)\n",
    "\n",
    "        # 不属于四大类, 比如 Trafficcone 不用管\n",
    "\n",
    "    return depth_category\n",
    "\n",
    "\n",
    "def single_data():\n",
    "    with open(\n",
    "            \"../../../link2paths/DAIR-V2X/single-infrastructure-side/label/camera/000000.json\",\n",
    "            'r') as f:\n",
    "        data = json.load(f)\n",
    "\n",
    "        # [{'type': 'Cyclist', 'occluded_state': '0', 'truncated_state': '1', 'alpha': '0', '2d_box': {'xmin': '1528.72644', 'ymin': '289.33963', 'xmax': '1597.9943839999999', 'ymax': '365.06311'}, '3d_dimensions': {'h': '1.648045', 'w': '0.761443', 'l': '1.367346'}, '3d_location': {'x': '53.078157', 'y': '-19\n",
    "        # print(data)\n",
    "\n",
    "        # print_json(data)\n",
    "\n",
    "        # {'Car': 39, 'Trafficcone': 16, 'Motorcyclist': 5, 'Cyclist': 4, 'Van': 1, 'Pedestrian': 3, 'Bus': 1}\n",
    "        # print(counter(data))\n",
    "        f.close()\n",
    "\n",
    "        # [[110, 80, 183, 60, 86, 78, 199, 38, 51, 15, 25, 117, 88, 80, 115, 87, 123, 99, 97, 24, 38, 20, 47, 61, 113, 52, 89, 127, 134, 18, 68, 97, 48, 108, 104, 187, 76, 15, 39], [116, 102], [51, 50, 54], [61, 54, 61, 97, 90, 78, 51, 50, 56]]\n",
    "        #\n",
    "        # out = depth_distribution_deprecated(data)\n",
    "        out = depth_distribution(data, None)\n",
    "\n",
    "    return out\n",
    "\n",
    "\n",
    "def dataset(datasets):\n",
    "    pre_depth_category = [None for _ in range(len(datasets))]\n",
    "\n",
    "    for i in range(len(datasets)):\n",
    "        files = os.listdir(datasets[i])\n",
    "\n",
    "        # 判断是不是世界坐标系, 仅用第一个文件就行 (除非是空的)\n",
    "        with open(datasets[i] + \"/\" + files[0], 'r') as f:\n",
    "            division = 100 if float(\n",
    "                json.load(f).pop()['3d_location']['x']) > 300 else 1\n",
    "            f.close()\n",
    "\n",
    "        for file in files:\n",
    "            with open(datasets[i] + \"/\" + file, 'r') as f:\n",
    "                pre_depth_category[i] = depth_distribution(\n",
    "                    json.load(f), pre_depth_category[i], division)\n",
    "                f.close()\n",
    "\n",
    "    return pre_depth_category\n",
    "\n",
    "\n",
    "def draw_depth_distribution(depth_category,\n",
    "                            title='',\n",
    "                            xlabel='',\n",
    "                            ylabel='',\n",
    "                            bins=20,\n",
    "                            label=None,\n",
    "                            sub_title=None):\n",
    "    #用来正常显示中文标签\n",
    "    plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "    #用来正常显示负号\n",
    "    plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "    # 可视化\n",
    "    plt.figure(figsize=(15, 15))\n",
    "    plt.suptitle(title)\n",
    "\n",
    "    for i in range(len(depth_category)):\n",
    "        plt.subplot(len(depth_category), 1, i + 1)\n",
    "        plt.grid(linestyle=':')\n",
    "        plt.xlabel(xlabel)\n",
    "        plt.ylabel(ylabel)\n",
    "        plt.hist(depth_category[i], bins=bins, label=label)\n",
    "        plt.legend(loc='upper right')\n",
    "        plt.title(sub_title[i])\n",
    "        # 调整大小和间距\n",
    "        plt.tight_layout()\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    # sum = single_data()\n",
    "\n",
    "    # camera 与 virtuallidar 相同, 只取了一个\n",
    "    datasets = [\n",
    "        [\n",
    "            '../../../link2paths/DAIR-V2X/cooperative-vehicle-infrastructure/cooperative/label_world',\n",
    "            '../../../link2paths/DAIR-V2X/cooperative-vehicle-infrastructure/infrastructure-side/label/camera',\n",
    "            '../../../link2paths/DAIR-V2X/cooperative-vehicle-infrastructure/vehicle-side/label/camera',\n",
    "            '../../../link2paths/DAIR-V2X/single-infrastructure-side/label/camera',\n",
    "            '../../../link2paths/DAIR-V2X/single-vehicle-side/label/camera',\n",
    "        ],\n",
    "        [\n",
    "            'V2X-C-C',\n",
    "            'V2X-C-I',\n",
    "            'V2X-C-V',\n",
    "            'V2X-C-I',\n",
    "            'V2X-C-V',\n",
    "        ],\n",
    "    ]\n",
    "\n",
    "    draw_depth_distribution(dataset(datasets[0]),\n",
    "                            title='Depth/Distance Distribution Metric',\n",
    "                            xlabel='Depth/Distance Range [m]',\n",
    "                            ylabel='Number of objects',\n",
    "                            label=[\"小车\", \"大车\", \"行人\", \"非机动车\"],\n",
    "                            sub_title=datasets[1])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 统计时间戳差距大小\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 12337\n",
      "2 4\n",
      "3 3\n",
      "4 3\n",
      "5 5\n",
      "6 2\n",
      "7 2\n",
      "8 1\n",
      "10 3\n",
      "11 32\n",
      "13 2\n",
      "15 1\n",
      "16 1\n",
      "17 1\n",
      "18 2\n",
      "19 2\n",
      "20 2\n",
      "21 1\n",
      "28 1\n",
      "33 1\n",
      "52 1\n",
      "64 1\n",
      "72 1\n",
      "82 1\n",
      "97 1\n",
      "321 1\n",
      "373 1\n",
      "525 1\n",
      "546 1\n",
      "558 1\n",
      "559 1\n",
      "563 1\n",
      "590 1\n",
      "591 1\n",
      "607 1\n",
      "634 1\n",
      "636 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 15263\n",
      "40 1\n",
      "49 1\n",
      "101 1\n",
      "121 2\n",
      "141 1\n",
      "161 1\n",
      "170 1\n",
      "174 1\n",
      "191 2\n",
      "200 1\n",
      "211 1\n",
      "221 1\n",
      "231 1\n",
      "360 1\n",
      "431 1\n",
      "440 1\n",
      "486 1\n",
      "530 1\n",
      "681 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "def get_time_diff(label_dir, title='', last_file=0):\n",
    "    filename = os.listdir(label_dir)\n",
    "    filename.sort()\n",
    "\n",
    "    diff = {}\n",
    "\n",
    "    for i in range(1, len(filename)):\n",
    "        curr_file = int(filename[i].split('.')[0])\n",
    "        # print(curr_file)\n",
    "        num = diff.get(curr_file - last_file, 0)\n",
    "        diff.update({curr_file - last_file: num + 1})\n",
    "\n",
    "        last_file = curr_file\n",
    "\n",
    "    for i in sorted(diff):\n",
    "        print(i, diff[i])\n",
    "\n",
    "    plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "    #用来正常显示负号\n",
    "    plt.rcParams['axes.unicode_minus'] = False\n",
    "    # # 可视化\n",
    "    plt.figure(figsize=(15, 15))\n",
    "    plt.title(title)\n",
    "    plt.grid(linestyle=':')\n",
    "    plt.xlabel('时间间隔 (30ms为单位)')\n",
    "    plt.ylabel('数量')\n",
    "    plt.plot(diff.keys(), diff.values(), 'o-')\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    get_time_diff(\n",
    "        '../../../link2paths/DAIR-V2X/cooperative-vehicle-infrastructure/infrastructure-side/label/camera',\n",
    "        '路端时间间隔', 8)\n",
    "    get_time_diff(\n",
    "        '../../../link2paths/DAIR-V2X/cooperative-vehicle-infrastructure/vehicle-side/label/camera',\n",
    "        '车端时间间隔')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 统计连续帧持续长短\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "def get_time_diff(label_dir, title='', last_file=0):\n",
    "    filename = os.listdir(label_dir)\n",
    "    filename.sort()\n",
    "\n",
    "    time_range=[]\n",
    "    num = 0\n",
    "\n",
    "    for i in range(1, len(filename)):\n",
    "        curr_file = int(filename[i].split('.')[0])\n",
    "        # 可修改界定范围\n",
    "        if curr_file - last_file <= 5:\n",
    "          num += 1\n",
    "        else:\n",
    "          time_range.append(num)\n",
    "          num = 0\n",
    "\n",
    "        last_file = curr_file\n",
    "\n",
    "    plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "    #用来正常显示负号\n",
    "    plt.rcParams['axes.unicode_minus'] = False\n",
    "    # # 可视化\n",
    "    plt.figure(figsize=(15, 15))\n",
    "    plt.title(title)\n",
    "    plt.grid(linestyle=':')\n",
    "    plt.xlabel('连续帧持续帧数 (差距5个单位帧时间以内认为连续)')\n",
    "    plt.ylabel('连续帧数量')\n",
    "    # plt.hist(time_range, bins=20)\n",
    "    plt.hist(time_range)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    get_time_diff(\n",
    "        '../../../link2paths/DAIR-V2X/cooperative-vehicle-infrastructure/infrastructure-side/label/camera',\n",
    "        '路端', 8)\n",
    "    get_time_diff(\n",
    "        '../../../link2paths/DAIR-V2X/cooperative-vehicle-infrastructure/vehicle-side/label/camera',\n",
    "        '车端')\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.12 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "b24ac5562164709dea606318e038512552407856900fa3fa38f77540b3059a6f"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
